OUCRU - 13dx_corrected

Dataset statistics

Number of variables	98
Number of observations	80899
Missing cells	5811180
Missing cells (%)	73.3%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	55.7 MiB
Average record size in memory	722.0 B

Variable types

Categorical	16
DateTime	1
Boolean	55
Numeric	26

Warnings

`bleeding_severe` has constant value "True"	Constant
`bleeding_vaginal` has constant value "False"	Constant
`event_admission` has constant value "True"	Constant
`event_discharge` has constant value "True"	Constant
`event_enrolment` has constant value "True"	Constant
`event_onset` has constant value "True"	Constant
`event_shock` has constant value "True"	Constant
`impairment` has constant value "True"	Constant
`liver_involved` has constant value "True"	Constant
`oedema_pulmonary` has constant value "False"	Constant
`parental_fluid` has constant value "True"	Constant
`pcr_dengue_interpretation` has constant value "Lab-confirmed Dengue"	Constant
`pcr_dengue_serotype` has constant value "	Constant
`perfusion` has constant value "True"	Constant
`respiratory_distress` has constant value "True"	Constant
`shock_multiple` has constant value "False"	Constant
`study_no` has a high cardinality: 8107 distinct values	High cardinality
`icd_code` has a high cardinality: 124 distinct values	High cardinality
`age` is highly correlated with `height`	High correlation
`alb` is highly correlated with `bleeding` and 2 other fields	High correlation
`alt` is highly correlated with `bleeding` and 2 other fields	High correlation
`ast` is highly correlated with `bleeding`	High correlation
`bleeding` is highly correlated with `alb` and 12 other fields	High correlation
`creatine_kinase` is highly correlated with `bleeding` and 2 other fields	High correlation
`gcs_eye_movement` is highly correlated with `gcs_verbal_response`	High correlation
`gcs_motor_response` is highly correlated with `gcs_verbal_response`	High correlation
`gcs_verbal_response` is highly correlated with `gcs_eye_movement` and 1 other fields	High correlation
`haematocrit_no` is highly correlated with `alb` and 11 other fields	High correlation
`haematocrit_percent` is highly correlated with `bleeding` and 2 other fields	High correlation
`height` is highly correlated with `age`	High correlation
`lymphocytes` is highly correlated with `bleeding` and 2 other fields	High correlation
`lymphocytes_percent` is highly correlated with `bleeding` and 3 other fields	High correlation
`monocytes` is highly correlated with `bleeding` and 2 other fields	High correlation
`monocytes_percent` is highly correlated with `bleeding` and 2 other fields	High correlation
`neutrophils` is highly correlated with `bleeding` and 3 other fields	High correlation
`neutrophils_percent` is highly correlated with `bleeding` and 3 other fields	High correlation
`platelet_no` is highly correlated with `alb` and 11 other fields	High correlation
`plt` is highly correlated with `bleeding` and 2 other fields	High correlation
`wbc` is highly correlated with `bleeding` and 3 other fields	High correlation
`abdominal_pain` has 45264 (56.0%) missing values	Missing
`abdominal_tenderness` has 72799 (90.0%) missing values	Missing
`agitated` has 80893 (> 99.9%) missing values	Missing
`alb` has 73046 (90.3%) missing values	Missing
`alt` has 72821 (90.0%) missing values	Missing
`ascites` has 79334 (98.1%) missing values	Missing
`ast` has 72822 (90.0%) missing values	Missing
`bleeding` has 52093 (64.4%) missing values	Missing
`bleeding_gum` has 80874 (> 99.9%) missing values	Missing
`bleeding_nose` has 80874 (> 99.9%) missing values	Missing
`bleeding_severe` has 80874 (> 99.9%) missing values	Missing
`bleeding_vaginal` has 80874 (> 99.9%) missing values	Missing
`bleeding_vensite` has 80874 (> 99.9%) missing values	Missing
`body_temperature` has 49316 (61.0%) missing values	Missing
`breath` has 53364 (66.0%) missing values	Missing
`care_type` has 79334 (98.1%) missing values	Missing
`cns_abnormal` has 80893 (> 99.9%) missing values	Missing
`cns_abnormal_signs` has 80894 (> 99.9%) missing values	Missing
`compression` has 79334 (98.1%) missing values	Missing
`conjunctival_injection` has 72799 (90.0%) missing values	Missing
`creatine_kinase` has 72819 (90.0%) missing values	Missing
`cryoprecipitate` has 79334 (98.1%) missing values	Missing
`crystalloid` has 79334 (98.1%) missing values	Missing
`dehydration` has 79334 (98.1%) missing values	Missing
`diarrhoea` has 72800 (90.0%) missing values	Missing
`event_admission` has 79305 (98.0%) missing values	Missing
`event_discharge` has 79334 (98.1%) missing values	Missing
`event_enrolment` has 72799 (90.0%) missing values	Missing
`event_onset` has 72799 (90.0%) missing values	Missing
`event_shock` has 80785 (99.9%) missing values	Missing
`ffp` has 79334 (98.1%) missing values	Missing
`gum_packing` has 79334 (98.1%) missing values	Missing
`haematocrit_high` has 79334 (98.1%) missing values	Missing
`haematocrit_max` has 79335 (98.1%) missing values	Missing
`haematocrit_no` has 79334 (98.1%) missing values	Missing
`haematocrit_percent` has 72803 (90.0%) missing values	Missing
`hepatomegaly` has 72799 (90.0%) missing values	Missing
`icd_code` has 77537 (95.8%) missing values	Missing
`igg` has 76839 (95.0%) missing values	Missing
`igg_interpretation` has 76839 (95.0%) missing values	Missing
`igm` has 76839 (95.0%) missing values	Missing
`igm_interpretation` has 76839 (95.0%) missing values	Missing
`impairment` has 80897 (> 99.9%) missing values	Missing
`jaundice` has 80885 (> 99.9%) missing values	Missing
`lathargy_severe` has 53364 (66.0%) missing values	Missing
`liver_acute` has 80884 (> 99.9%) missing values	Missing
`liver_involved` has 80888 (> 99.9%) missing values	Missing
`lymphocytes` has 72803 (90.0%) missing values	Missing
`lymphocytes_percent` has 72827 (90.0%) missing values	Missing
`monocytes` has 72803 (90.0%) missing values	Missing
`monocytes_percent` has 72803 (90.0%) missing values	Missing
`movement` has 75299 (93.1%) missing values	Missing
`nasal_packing` has 79334 (98.1%) missing values	Missing
`neutrophils` has 72804 (90.0%) missing values	Missing
`neutrophils_percent` has 72827 (90.0%) missing values	Missing
`ns1_platelia_analyte_interpretation` has 75015 (92.7%) missing values	Missing
`oedema_pulmonary` has 79334 (98.1%) missing values	Missing
`outcome` has 68422 (84.6%) missing values	Missing
`parental_fluid` has 80684 (99.7%) missing values	Missing
`pcr_dengue_load` has 72800 (90.0%) missing values	Missing
`perfusion` has 80785 (99.9%) missing values	Missing
`platelet_min` has 79336 (98.1%) missing values	Missing
`platelet_no` has 79334 (98.1%) missing values	Missing
`platelets` has 79334 (98.1%) missing values	Missing
`pleural_effusion` has 79334 (98.1%) missing values	Missing
`plt` has 72803 (90.0%) missing values	Missing
`pulse` has 80787 (99.9%) missing values	Missing
`pulse_status` has 80785 (99.9%) missing values	Missing
`rbc` has 79334 (98.1%) missing values	Missing
`respiratory_distress` has 80866 (> 99.9%) missing values	Missing
`restlessness` has 53364 (66.0%) missing values	Missing
`sbp` has 80789 (99.9%) missing values	Missing
`serology_interpretation` has 78859 (97.5%) missing values	Missing
`skin_clammy` has 53364 (66.0%) missing values	Missing
`skin_flush` has 72799 (90.0%) missing values	Missing
`skin_rash` has 72799 (90.0%) missing values	Missing
`vomiting` has 43727 (54.1%) missing values	Missing
`wbc` has 72803 (90.0%) missing values	Missing
`haematocrit_max` is highly skewed (γ1 = 28.55880417)	Skewed
`monocytes` is highly skewed (γ1 = 88.04653391)	Skewed
`pcr_dengue_load` is highly skewed (γ1 = 41.74880205)	Skewed
`platelet_min` is highly skewed (γ1 = 39.25354873)	Skewed
`study_no` is uniformly distributed	Uniform
`pcr_dengue_load` has 6032 (7.5%) zeros	Zeros

Reproduction

Analysis started	2021-01-24 11:13:02.474213
Analysis finished	2021-01-24 11:15:31.190307
Duration	2 minutes and 28.72 seconds
Software version	pandas-profiling v2.10.0
Download configuration	config.yaml

study_no
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	8107
Distinct (%)	10.0%
Missing	0
Missing (%)	0.0%
Memory size	632.1 KiB

3-0050	17
16-0406	17
6-0259	17
1-0018	16
2-0503	16
Other values (8102)	80816

Length

Max length	7
Median length	6
Mean length	6.165193637
Min length	5

Characters and Unicode

Total characters	498758
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	7 ?
Unique (%)	< 0.1%

Sample

1st row	1-0001
2nd row	1-0001
3rd row	1-0001
4th row	1-0001
5th row	1-0001

Value	Count	Frequency (%)
3-0050	17	< 0.1%
16-0406	17	< 0.1%
6-0259	17	< 0.1%
1-0018	16	< 0.1%
2-0503	16	< 0.1%
1-2127	16	< 0.1%
3-0047	16	< 0.1%
3-1171	16	< 0.1%
6-0572	16	< 0.1%
6-0646	16	< 0.1%
Other values (8097)	80736	99.8%

Histogram of lengths of the category

Value	Count	Frequency (%)
3-0050	17	< 0.1%
16-0406	17	< 0.1%
6-0259	17	< 0.1%
1-0018	16	< 0.1%
2-0503	16	< 0.1%
1-2127	16	< 0.1%
3-0047	16	< 0.1%
3-1171	16	< 0.1%
6-0572	16	< 0.1%
6-0646	16	< 0.1%
Other values (8097)	80736	99.8%

Most occurring characters

Value	Count	Frequency (%)
0	86702	17.4%
1	81485	16.3%
-	80899	16.2%
3	41270	8.3%
6	40970	8.2%
2	39073	7.8%
4	35852	7.2%
5	28716	5.8%
7	21856	4.4%
8	21296	4.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	417859	83.8%
Dash Punctuation	80899	16.2%

Most frequent character per category

Value	Count	Frequency (%)
0	86702	20.7%
1	81485	19.5%
3	41270	9.9%
6	40970	9.8%
2	39073	9.4%
4	35852	8.6%
5	28716	6.9%
7	21856	5.2%
8	21296	5.1%
9	20639	4.9%

Value	Count	Frequency (%)
-	80899	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	498758	100.0%

Most frequent character per script

Value	Count	Frequency (%)
0	86702	17.4%
1	81485	16.3%
-	80899	16.2%
3	41270	8.3%
6	40970	8.2%
2	39073	7.8%
4	35852	7.2%
5	28716	5.8%
7	21856	4.4%
8	21296	4.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	498758	100.0%

Most frequent character per block

Value	Count	Frequency (%)
0	86702	17.4%
1	81485	16.3%
-	80899	16.2%
3	41270	8.3%
6	40970	8.2%
2	39073	7.8%
4	35852	7.2%
5	28716	5.8%
7	21856	4.4%
8	21296	4.3%

date
Date

Distinct	24935
Distinct (%)	30.8%
Missing	3
Missing (%)	< 0.1%
Memory size	632.1 KiB

Minimum	2010-10-17 05:00:00
Maximum	2014-12-18 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

abdominal_pain
Boolean

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	45264
Missing (%)	56.0%
Memory size	632.1 KiB

False	33873
True	1762
(Missing)	45264

Common Values
Chart

Value	Count	Frequency (%)
False	33873	41.9%
True	1762	2.2%
(Missing)	45264	56.0%

abdominal_tenderness
Boolean

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	72799
Missing (%)	90.0%
Memory size	632.1 KiB

False	7963
True	137
(Missing)	72799

Common Values
Chart

Value	Count	Frequency (%)
False	7963	9.8%
True	137	0.2%
(Missing)	72799	90.0%

age
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	16
Distinct (%)	< 0.1%
Missing	96
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%

Mean	6.366570548
Minimum	0
Maximum	15
Zeros	38
Zeros (%)	< 0.1%
Memory size	632.1 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	3
median	6
Q3	9
95-th percentile	13
Maximum	15
Range	15
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.628176063
Coefficient of variation (CV)	0.5698791894
Kurtosis	-0.7738946349
Mean	6.366570548
Median Absolute Deviation (MAD)	3
Skewness	0.393442241
Sum	514438
Variance	13.16366155
Monotocity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
5	8262	10.2%
4	7994	9.9%
3	7940	9.8%
2	7492	9.3%
7	6938	8.6%
6	6766	8.4%
8	6348	7.8%
1	5814	7.2%
9	5657	7.0%
10	4846	6.0%
Other values (6)	12746	15.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	38	< 0.1%
1	5814	7.2%
2	7492	9.3%
3	7940	9.8%
4	7994	9.9%

Value	Count	Frequency (%)
15	715	0.9%
14	2019	2.5%
13	2675	3.3%
12	3160	3.9%
11	4139	5.1%

agitated
Boolean

MISSING

Distinct	2
Distinct (%)	33.3%
Missing	80893
Missing (%)	> 99.9%
Memory size	632.1 KiB

False	4
True	2
(Missing)	80893

Common Values
Chart

Value	Count	Frequency (%)
False	4	< 0.1%
True	2	< 0.1%
(Missing)	80893	> 99.9%

alb
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	174
Distinct (%)	2.2%
Missing	73046
Missing (%)	90.3%
Infinite	0
Infinite (%)	0.0%

Mean	43.86689163
Minimum	14.8
Maximum	50
Zeros	0
Zeros (%)	0.0%
Memory size	632.1 KiB

Quantile statistics

Minimum	14.8
5-th percentile	39
Q1	42
median	44
Q3	45.9
95-th percentile	48.4
Maximum	50
Range	35.2
Interquartile range (IQR)	3.9

Descriptive statistics

Standard deviation	2.911434495
Coefficient of variation (CV)	0.0663697469
Kurtosis	1.754940441
Mean	43.86689163
Median Absolute Deviation (MAD)	2
Skewness	-0.5509295499
Sum	344486.7
Variance	8.476450818
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
44.7	138	0.2%
44.1	134	0.2%
43	120	0.1%
44	118	0.1%
45.3	116	0.1%
44.4	115	0.1%
44.9	114	0.1%
43.8	112	0.1%
43.3	111	0.1%
44.5	110	0.1%
Other values (164)	6665	8.2%
(Missing)	73046	90.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
14.8	1	< 0.1%
27.1	1	< 0.1%
29.3	1	< 0.1%
29.6	1	< 0.1%
30	1	< 0.1%

Value	Count	Frequency (%)
50	19	< 0.1%
49.9	16	< 0.1%
49.8	18	< 0.1%
49.7	23	< 0.1%
49.6	13	< 0.1%

alt
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	199
Distinct (%)	2.5%
Missing	72821
Missing (%)	90.0%
Infinite	0
Infinite (%)	0.0%

Mean	23.35241396
Minimum	1
Maximum	594
Zeros	0
Zeros (%)	0.0%
Memory size	632.1 KiB

Quantile statistics

Minimum	1
5-th percentile	9
Q1	13
median	17
Q3	23
95-th percentile	54
Maximum	594
Range	593
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	27.36554273
Coefficient of variation (CV)	1.171850704
Kurtosis	99.84896215
Mean	23.35241396
Median Absolute Deviation (MAD)	5
Skewness	8.126744215
Sum	188640.8
Variance	748.872929
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16	561	0.7%
14	548	0.7%
15	539	0.7%
17	500	0.6%
12	499	0.6%
13	498	0.6%
18	429	0.5%
19	379	0.5%
11	354	0.4%
20	289	0.4%
Other values (189)	3482	4.3%
(Missing)	72821	90.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	3	< 0.1%
2	5	< 0.1%
3	14	< 0.1%
4	12	< 0.1%
5	30	< 0.1%

Value	Count	Frequency (%)
594	1	< 0.1%
568	1	< 0.1%
451	1	< 0.1%
432	1	< 0.1%
396	1	< 0.1%

anorexia
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	79.1 KiB

False	80482
True	417

Common Values
Chart

Value	Count	Frequency (%)
False	80482	99.5%
True	417	0.5%

ascites
Boolean

MISSING

Distinct	2
Distinct (%)	0.1%
Missing	79334
Missing (%)	98.1%
Memory size	632.1 KiB

False	1542
True	23
(Missing)	79334

Common Values
Chart

Value	Count	Frequency (%)
False	1542	1.9%
True	23	< 0.1%
(Missing)	79334	98.1%

ast
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	243
Distinct (%)	3.0%
Missing	72822
Missing (%)	90.0%
Infinite	0
Infinite (%)	0.0%

Mean	49.37620404
Minimum	9
Maximum	790
Zeros	0
Zeros (%)	0.0%
Memory size	632.1 KiB

Quantile statistics

Minimum	9
5-th percentile	27
Q1	36
median	43
Q3	53
95-th percentile	86
Maximum	790
Range	781
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	33.71217449
Coefficient of variation (CV)	0.6827615681
Kurtosis	103.921963
Mean	49.37620404
Median Absolute Deviation (MAD)	8
Skewness	8.034287307
Sum	398811.6
Variance	1136.510709
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
39	298	0.4%
41	295	0.4%
42	289	0.4%
36	286	0.4%
44	279	0.3%
40	270	0.3%
37	261	0.3%
43	257	0.3%
35	256	0.3%
45	256	0.3%
Other values (233)	5330	6.6%
(Missing)	72822	90.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
9	1	< 0.1%
11	1	< 0.1%
13	2	< 0.1%
14	1	< 0.1%
15	3	< 0.1%

Value	Count	Frequency (%)
790	1	< 0.1%
753	1	< 0.1%
552	1	< 0.1%
544	1	< 0.1%
494	1	< 0.1%

bleeding
Boolean

HIGH CORRELATION
MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	52093
Missing (%)	64.4%
Memory size	158.1 KiB

False	27440
True	1366
(Missing)	52093

Common Values
Chart

Value	Count	Frequency (%)
False	27440	33.9%
True	1366	1.7%
(Missing)	52093	64.4%

bleeding_gi
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	79.1 KiB

False	80881
True	18

Common Values
Chart

Value	Count	Frequency (%)
False	80881	> 99.9%
True	18	< 0.1%

bleeding_gum
Boolean

MISSING

Distinct	2
Distinct (%)	8.0%
Missing	80874
Missing (%)	> 99.9%
Memory size	632.1 KiB

False	21
True	4
(Missing)	80874

Common Values
Chart

Value	Count	Frequency (%)
False	21	< 0.1%
True	4	< 0.1%
(Missing)	80874	> 99.9%

bleeding_mucosal
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	79.1 KiB

False	80363
True	536

Common Values
Chart

Value	Count	Frequency (%)
False	80363	99.3%
True	536	0.7%

bleeding_nose
Boolean

MISSING

Distinct	2
Distinct (%)	8.0%
Missing	80874
Missing (%)	> 99.9%
Memory size	632.1 KiB

False	17
True	8
(Missing)	80874

Common Values
Chart

Value	Count	Frequency (%)
False	17	< 0.1%
True	8	< 0.1%
(Missing)	80874	> 99.9%

bleeding_severe
Boolean

CONSTANT
MISSING
REJECTED

Distinct	1
Distinct (%)	4.0%
Missing	80874
Missing (%)	> 99.9%
Memory size	632.1 KiB

True	25
(Missing)	80874

Common Values
Chart

Value	Count	Frequency (%)
True	25	< 0.1%
(Missing)	80874	> 99.9%

bleeding_skin
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	79.1 KiB

False	79899
True	1000

Common Values
Chart

Value	Count	Frequency (%)
False	79899	98.8%
True	1000	1.2%

bleeding_urine
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	79.1 KiB

False	80898
True	1

Common Values
Chart

Value	Count	Frequency (%)
False	80898	> 99.9%
True	1	< 0.1%

bleeding_vaginal
Boolean

CONSTANT
MISSING
REJECTED

Distinct	1
Distinct (%)	4.0%
Missing	80874
Missing (%)	> 99.9%
Memory size	632.1 KiB

False	25
(Missing)	80874

Common Values
Chart

Value	Count	Frequency (%)
False	25	< 0.1%
(Missing)	80874	> 99.9%

bleeding_vensite
Boolean

MISSING

Distinct	2
Distinct (%)	8.0%
Missing	80874
Missing (%)	> 99.9%
Memory size	632.1 KiB

False	22
True	3
(Missing)	80874

Common Values
Chart

Value	Count	Frequency (%)
False	22	< 0.1%
True	3	< 0.1%
(Missing)	80874	> 99.9%

body_temperature
Real number (ℝ_≥0)

MISSING

Distinct	79
Distinct (%)	0.3%
Missing	49316
Missing (%)	61.0%
Infinite	0
Infinite (%)	0.0%

Mean	37.38284457
Minimum	35
Maximum	41.3
Zeros	0
Zeros (%)	0.0%
Memory size	632.1 KiB

Quantile statistics

Minimum	35
5-th percentile	36.3
Q1	36.8
median	37
Q3	38
95-th percentile	39
Maximum	41.3
Range	6.3
Interquartile range (IQR)	1.2

Descriptive statistics

Standard deviation	0.9018707617
Coefficient of variation (CV)	0.02412525778
Kurtosis	0.317256728
Mean	37.38284457
Median Absolute Deviation (MAD)	0.5
Skewness	0.9222488968
Sum	1180662.38
Variance	0.8133708709
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37	7863	9.7%
36.5	2444	3.0%
36.8	2263	2.8%
38	1824	2.3%
37.5	1500	1.9%
36.7	1261	1.6%
36.9	1064	1.3%
39	1059	1.3%
38.5	1021	1.3%
36	961	1.2%
Other values (69)	10323	12.8%
(Missing)	49316	61.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
35	3	< 0.1%
35.2	6	< 0.1%
35.3	2	< 0.1%
35.4	4	< 0.1%
35.5	34	< 0.1%

Value	Count	Frequency (%)
41.3	1	< 0.1%
41.1	2	< 0.1%
41	3	< 0.1%
40.9	5	< 0.1%
40.8	4	< 0.1%

breath
Boolean

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	53364
Missing (%)	66.0%
Memory size	632.1 KiB

False	27526
True	9
(Missing)	53364

Common Values
Chart

Value	Count	Frequency (%)
False	27526	34.0%
True	9	< 0.1%
(Missing)	53364	66.0%

care_type
Categorical

MISSING

Distinct	3
Distinct (%)	0.2%
Missing	79334
Missing (%)	98.1%
Memory size	632.1 KiB

Level 3	1010
Level 2	451
Level 1	104

Length

Max length	7
Median length	7
Mean length	7
Min length	7

Characters and Unicode

Total characters	10955
Distinct characters	8
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Level 1
2nd row	Level 3
3rd row	Level 3
4th row	Level 2
5th row	Level 3

Value	Count	Frequency (%)
Level 3	1010	1.2%
Level 2	451	0.6%
Level 1	104	0.1%
(Missing)	79334	98.1%

Histogram of lengths of the category

Value	Count	Frequency (%)
level	1565	50.0%
3	1010	32.3%
2	451	14.4%
1	104	3.3%

Most occurring characters

Value	Count	Frequency (%)
e	3130	28.6%
L	1565	14.3%
v	1565	14.3%
l	1565	14.3%
	1565	14.3%
3	1010	9.2%
2	451	4.1%
1	104	0.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	6260	57.1%
Uppercase Letter	1565	14.3%
Space Separator	1565	14.3%
Decimal Number	1565	14.3%

Most frequent character per category

Value	Count	Frequency (%)
e	3130	50.0%
v	1565	25.0%
l	1565	25.0%

Value	Count	Frequency (%)
3	1010	64.5%
2	451	28.8%
1	104	6.6%

Value	Count	Frequency (%)
L	1565	100.0%

Value	Count	Frequency (%)
	1565	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	7825	71.4%
Common	3130	28.6%

Most frequent character per script

Value	Count	Frequency (%)
e	3130	40.0%
L	1565	20.0%
v	1565	20.0%
l	1565	20.0%

Value	Count	Frequency (%)
	1565	50.0%
3	1010	32.3%
2	451	14.4%
1	104	3.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10955	100.0%

Most frequent character per block

Value	Count	Frequency (%)
e	3130	28.6%
L	1565	14.3%
v	1565	14.3%
l	1565	14.3%
	1565	14.3%
3	1010	9.2%
2	451	4.1%
1	104	0.9%

cns_abnormal
Boolean

MISSING

Distinct	2
Distinct (%)	33.3%
Missing	80893
Missing (%)	> 99.9%
Memory size	632.1 KiB

True	5
False	1
(Missing)	80893

Common Values
Chart

Value	Count	Frequency (%)
True	5	< 0.1%
False	1	< 0.1%
(Missing)	80893	> 99.9%

cns_abnormal_signs
Boolean

MISSING

Distinct	2
Distinct (%)	40.0%
Missing	80894
Missing (%)	> 99.9%
Memory size	632.1 KiB

False	4
True	1
(Missing)	80894

Common Values
Chart

Value	Count	Frequency (%)
False	4	< 0.1%
True	1	< 0.1%
(Missing)	80894	> 99.9%

compression
Boolean

MISSING

Distinct	2
Distinct (%)	0.1%
Missing	79334
Missing (%)	98.1%
Memory size	632.1 KiB

False	1561
True	4
(Missing)	79334

Common Values
Chart

Value	Count	Frequency (%)
False	1561	1.9%
True	4	< 0.1%
(Missing)	79334	98.1%

conjunctival_injection
Boolean

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	72799
Missing (%)	90.0%
Memory size	632.1 KiB

False	7276
True	824
(Missing)	72799

Common Values
Chart

Value	Count	Frequency (%)
False	7276	9.0%
True	824	1.0%
(Missing)	72799	90.0%

creatine_kinase
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	522
Distinct (%)	6.5%
Missing	72819
Missing (%)	90.0%
Infinite	0
Infinite (%)	0.0%

Mean	129.4112624
Minimum	2
Maximum	4677
Zeros	0
Zeros (%)	0.0%
Memory size	632.1 KiB

Quantile statistics

Minimum	2
5-th percentile	54
Q1	78
median	102
Q3	134
95-th percentile	251.05
Maximum	4677
Range	4675
Interquartile range (IQR)	56

Descriptive statistics

Standard deviation	165.1880551
Coefficient of variation (CV)	1.276458108
Kurtosis	258.2030258
Mean	129.4112624
Median Absolute Deviation (MAD)	27
Skewness	13.08542589
Sum	1045643
Variance	27287.09356
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
112	107	0.1%
92	103	0.1%
94	101	0.1%
88	100	0.1%
78	99	0.1%
91	94	0.1%
77	92	0.1%
97	92	0.1%
100	91	0.1%
81	89	0.1%
Other values (512)	7112	8.8%
(Missing)	72819	90.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
13	1	< 0.1%
17	1	< 0.1%

Value	Count	Frequency (%)
4677	1	< 0.1%
4234	1	< 0.1%
4188	1	< 0.1%
3841	1	< 0.1%
3461	1	< 0.1%

cryoprecipitate
Boolean

MISSING

Distinct	2
Distinct (%)	0.1%
Missing	79334
Missing (%)	98.1%
Memory size	632.1 KiB

False	1562
True	3
(Missing)	79334

Common Values
Chart

Value	Count	Frequency (%)
False	1562	1.9%
True	3	< 0.1%
(Missing)	79334	98.1%

crystalloid
Boolean

MISSING

Distinct	2
Distinct (%)	0.1%
Missing	79334
Missing (%)	98.1%
Memory size	632.1 KiB

False	1552
True	13
(Missing)	79334

Common Values
Chart

Value	Count	Frequency (%)
False	1552	1.9%
True	13	< 0.1%
(Missing)	79334	98.1%

dbp
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	632.1 KiB

nan	80877
60.0	18
50.0	3
40.0	1

Length

Max length	4
Median length	3
Mean length	3.000271944
Min length	3

Characters and Unicode

Total characters	242719
Distinct characters	7
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	nan
2nd row	nan
3rd row	nan
4th row	nan
5th row	nan

Value	Count	Frequency (%)
nan	80877	> 99.9%
60.0	18	< 0.1%
50.0	3	< 0.1%
40.0	1	< 0.1%

Histogram of lengths of the category

Value	Count	Frequency (%)
nan	80877	> 99.9%
60.0	18	< 0.1%
50.0	3	< 0.1%
40.0	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
n	161754	66.6%
a	80877	33.3%
0	44	< 0.1%
.	22	< 0.1%
6	18	< 0.1%
5	3	< 0.1%
4	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	242631	> 99.9%
Decimal Number	66	< 0.1%
Other Punctuation	22	< 0.1%

Most frequent character per category

Value	Count	Frequency (%)
0	44	66.7%
6	18	27.3%
5	3	4.5%
4	1	1.5%

Value	Count	Frequency (%)
n	161754	66.7%
a	80877	33.3%

Value	Count	Frequency (%)
.	22	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	242631	> 99.9%
Common	88	< 0.1%

Most frequent character per script

Value	Count	Frequency (%)
0	44	50.0%
.	22	25.0%
6	18	20.5%
5	3	3.4%
4	1	1.1%

Value	Count	Frequency (%)
n	161754	66.7%
a	80877	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	242719	100.0%

Most frequent character per block

Value	Count	Frequency (%)
n	161754	66.6%
a	80877	33.3%
0	44	< 0.1%
.	22	< 0.1%
6	18	< 0.1%
5	3	< 0.1%
4	1	< 0.1%

dehydration
Boolean

MISSING

Distinct	2
Distinct (%)	0.1%
Missing	79334
Missing (%)	98.1%
Memory size	632.1 KiB

False	1516
True	49
(Missing)	79334

Common Values
Chart

Value	Count	Frequency (%)
False	1516	1.9%
True	49	0.1%
(Missing)	79334	98.1%

diarrhoea
Boolean

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	72800
Missing (%)	90.0%
Memory size	632.1 KiB

False	7638
True	461
(Missing)	72800

Common Values
Chart

Value	Count	Frequency (%)
False	7638	9.4%
True	461	0.6%
(Missing)	72800	90.0%

event_admission
Boolean

CONSTANT
MISSING
REJECTED

Distinct	1
Distinct (%)	0.1%
Missing	79305
Missing (%)	98.0%
Memory size	632.1 KiB

True	1594
(Missing)	79305

Common Values
Chart

Value	Count	Frequency (%)
True	1594	2.0%
(Missing)	79305	98.0%

event_discharge
Boolean

CONSTANT
MISSING
REJECTED

Distinct	1
Distinct (%)	0.1%
Missing	79334
Missing (%)	98.1%
Memory size	632.1 KiB

True	1565
(Missing)	79334

Common Values
Chart

Value	Count	Frequency (%)
True	1565	1.9%
(Missing)	79334	98.1%

event_enrolment
Boolean

CONSTANT
MISSING
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	72799
Missing (%)	90.0%
Memory size	632.1 KiB

True	8100
(Missing)	72799

Common Values
Chart

Value	Count	Frequency (%)
True	8100	10.0%
(Missing)	72799	90.0%

event_onset
Boolean

CONSTANT
MISSING
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	72799
Missing (%)	90.0%
Memory size	632.1 KiB

True	8100
(Missing)	72799

Common Values
Chart

Value	Count	Frequency (%)
True	8100	10.0%
(Missing)	72799	90.0%

event_shock
Boolean

CONSTANT
MISSING
REJECTED

Distinct	1
Distinct (%)	0.9%
Missing	80785
Missing (%)	99.9%
Memory size	632.1 KiB

True	114
(Missing)	80785

Common Values
Chart

Value	Count	Frequency (%)
True	114	0.1%
(Missing)	80785	99.9%

ffp
Boolean

MISSING

Distinct	2
Distinct (%)	0.1%
Missing	79334
Missing (%)	98.1%
Memory size	632.1 KiB

False	1553
True	12
(Missing)	79334

Common Values
Chart

Value	Count	Frequency (%)
False	1553	1.9%
True	12	< 0.1%
(Missing)	79334	98.1%

gcs_eye_movement
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	632.1 KiB

nan	80894
1.0	3
4.0	1
3.0	1

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	242697
Distinct characters	7
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	nan
2nd row	nan
3rd row	nan
4th row	nan
5th row	nan

Value	Count	Frequency (%)
nan	80894	> 99.9%
1.0	3	< 0.1%
4.0	1	< 0.1%
3.0	1	< 0.1%

Histogram of lengths of the category

Value	Count	Frequency (%)
nan	80894	> 99.9%
1.0	3	< 0.1%
4.0	1	< 0.1%
3.0	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
n	161788	66.7%
a	80894	33.3%
.	5	< 0.1%
0	5	< 0.1%
1	3	< 0.1%
4	1	< 0.1%
3	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	242682	> 99.9%
Decimal Number	10	< 0.1%
Other Punctuation	5	< 0.1%

Most frequent character per category

Value	Count	Frequency (%)
0	5	50.0%
1	3	30.0%
4	1	10.0%
3	1	10.0%

Value	Count	Frequency (%)
n	161788	66.7%
a	80894	33.3%

Value	Count	Frequency (%)
.	5	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	242682	> 99.9%
Common	15	< 0.1%

Most frequent character per script

Value	Count	Frequency (%)
.	5	33.3%
0	5	33.3%
1	3	20.0%
4	1	6.7%
3	1	6.7%

Value	Count	Frequency (%)
n	161788	66.7%
a	80894	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	242697	100.0%

Most frequent character per block

Value	Count	Frequency (%)
n	161788	66.7%
a	80894	33.3%
.	5	< 0.1%
0	5	< 0.1%
1	3	< 0.1%
4	1	< 0.1%
3	1	< 0.1%

gcs_motor_response
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	632.1 KiB

nan	80894
1.0	2
5.0	1
2.0	1
4.0	1

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	242697
Distinct characters	8
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3 ?
Unique (%)	< 0.1%

Sample

1st row	nan
2nd row	nan
3rd row	nan
4th row	nan
5th row	nan

Value	Count	Frequency (%)
nan	80894	> 99.9%
1.0	2	< 0.1%
5.0	1	< 0.1%
2.0	1	< 0.1%
4.0	1	< 0.1%

Histogram of lengths of the category

Value	Count	Frequency (%)
nan	80894	> 99.9%
1.0	2	< 0.1%
5.0	1	< 0.1%
2.0	1	< 0.1%
4.0	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
n	161788	66.7%
a	80894	33.3%
.	5	< 0.1%
0	5	< 0.1%
1	2	< 0.1%
2	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	242682	> 99.9%
Decimal Number	10	< 0.1%
Other Punctuation	5	< 0.1%

Most frequent character per category

Value	Count	Frequency (%)
0	5	50.0%
1	2	20.0%
2	1	10.0%
4	1	10.0%
5	1	10.0%

Value	Count	Frequency (%)
n	161788	66.7%
a	80894	33.3%

Value	Count	Frequency (%)
.	5	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	242682	> 99.9%
Common	15	< 0.1%

Most frequent character per script

Value	Count	Frequency (%)
.	5	33.3%
0	5	33.3%
1	2	13.3%
2	1	6.7%
4	1	6.7%
5	1	6.7%

Value	Count	Frequency (%)
n	161788	66.7%
a	80894	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	242697	100.0%

Most frequent character per block

Value	Count	Frequency (%)
n	161788	66.7%
a	80894	33.3%
.	5	< 0.1%
0	5	< 0.1%
1	2	< 0.1%
2	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%

gcs_verbal_response
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	632.1 KiB

nan	80894
1.0	3
5.0	1
4.0	1

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	242697
Distinct characters	7
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	nan
2nd row	nan
3rd row	nan
4th row	nan
5th row	nan

Value	Count	Frequency (%)
nan	80894	> 99.9%
1.0	3	< 0.1%
5.0	1	< 0.1%
4.0	1	< 0.1%

Histogram of lengths of the category

Value	Count	Frequency (%)
nan	80894	> 99.9%
1.0	3	< 0.1%
5.0	1	< 0.1%
4.0	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
n	161788	66.7%
a	80894	33.3%
.	5	< 0.1%
0	5	< 0.1%
1	3	< 0.1%
4	1	< 0.1%
5	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	242682	> 99.9%
Decimal Number	10	< 0.1%
Other Punctuation	5	< 0.1%

Most frequent character per category

Value	Count	Frequency (%)
0	5	50.0%
1	3	30.0%
4	1	10.0%
5	1	10.0%

Value	Count	Frequency (%)
n	161788	66.7%
a	80894	33.3%

Value	Count	Frequency (%)
.	5	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	242682	> 99.9%
Common	15	< 0.1%

Most frequent character per script

Value	Count	Frequency (%)
.	5	33.3%
0	5	33.3%
1	3	20.0%
4	1	6.7%
5	1	6.7%

Value	Count	Frequency (%)
n	161788	66.7%
a	80894	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	242697	100.0%

Most frequent character per block

Value	Count	Frequency (%)
n	161788	66.7%
a	80894	33.3%
.	5	< 0.1%
0	5	< 0.1%
1	3	< 0.1%
4	1	< 0.1%
5	1	< 0.1%

gender
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	7
Missing (%)	< 0.1%
Memory size	632.1 KiB

Male	45493
Female	35399

Length

Max length	6
Median length	4
Mean length	4.875216338
Min length	4

Characters and Unicode

Total characters	394366
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Male
2nd row	Male
3rd row	Male
4th row	Male
5th row	Male

Value	Count	Frequency (%)
Male	45493	56.2%
Female	35399	43.8%
(Missing)	7	< 0.1%

Histogram of lengths of the category

Value	Count	Frequency (%)
male	45493	56.2%
female	35399	43.8%

Most occurring characters

Value	Count	Frequency (%)
e	116291	29.5%
a	80892	20.5%
l	80892	20.5%
M	45493	11.5%
F	35399	9.0%
m	35399	9.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	313474	79.5%
Uppercase Letter	80892	20.5%

Most frequent character per category

Value	Count	Frequency (%)
e	116291	37.1%
a	80892	25.8%
l	80892	25.8%
m	35399	11.3%

Value	Count	Frequency (%)
M	45493	56.2%
F	35399	43.8%

Most occurring scripts

Value	Count	Frequency (%)
Latin	394366	100.0%

Most frequent character per script

Value	Count	Frequency (%)
e	116291	29.5%
a	80892	20.5%
l	80892	20.5%
M	45493	11.5%
F	35399	9.0%
m	35399	9.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	394366	100.0%

Most frequent character per block

Value	Count	Frequency (%)
e	116291	29.5%
a	80892	20.5%
l	80892	20.5%
M	45493	11.5%
F	35399	9.0%
m	35399	9.0%

gum_packing
Boolean

MISSING

Distinct	2
Distinct (%)	0.1%
Missing	79334
Missing (%)	98.1%
Memory size	632.1 KiB

False	1562
True	3
(Missing)	79334

Common Values
Chart

Value	Count	Frequency (%)
False	1562	1.9%
True	3	< 0.1%
(Missing)	79334	98.1%

haematocrit_high
Boolean

MISSING

Distinct	2
Distinct (%)	0.1%
Missing	79334
Missing (%)	98.1%
Memory size	632.1 KiB

False	1454
True	111
(Missing)	79334

Common Values
Chart

Value	Count	Frequency (%)
False	1454	1.8%
True	111	0.1%
(Missing)	79334	98.1%

haematocrit_max
Real number (ℝ_≥0)

MISSING
SKEWED

Distinct	35
Distinct (%)	2.2%
Missing	79335
Missing (%)	98.1%
Infinite	0
Infinite (%)	0.0%

Mean	41.68734015
Minimum	12
Maximum	417
Zeros	0
Zeros (%)	0.0%
Memory size	632.1 KiB

Quantile statistics

Minimum	12
5-th percentile	35
Q1	38.75
median	41
Q3	44
95-th percentile	50
Maximum	417
Range	405
Interquartile range (IQR)	5.25

Descriptive statistics

Standard deviation	10.58530559
Coefficient of variation (CV)	0.2539213476
Kurtosis	1012.169675
Mean	41.68734015
Median Absolute Deviation (MAD)	3
Skewness	28.55880417
Sum	65199
Variance	112.0486944
Monotocity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
40	162	0.2%
39	147	0.2%
41	138	0.2%
42	134	0.2%
44	133	0.2%
38	111	0.1%
43	107	0.1%
45	88	0.1%
37	84	0.1%
36	63	0.1%
Other values (25)	397	0.5%
(Missing)	79335	98.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
12	1	< 0.1%
21	1	< 0.1%
28	1	< 0.1%
29	2	< 0.1%
30	1	< 0.1%

Value	Count	Frequency (%)
417	1	< 0.1%
60	2	< 0.1%
58	1	< 0.1%
57	1	< 0.1%
56	3	< 0.1%

haematocrit_no
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	32
Distinct (%)	2.0%
Missing	79334
Missing (%)	98.1%
Infinite	0
Infinite (%)	0.0%

Mean	5.863258786
Minimum	1
Maximum	44
Zeros	0
Zeros (%)	0.0%
Memory size	632.1 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	4
Q3	8
95-th percentile	17
Maximum	44
Range	43
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	5.64841248
Coefficient of variation (CV)	0.9633571852
Kurtosis	4.910622568
Mean	5.863258786
Median Absolute Deviation (MAD)	2
Skewness	1.922265806
Sum	9176
Variance	31.90456354
Monotocity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
1	282	0.3%
2	245	0.3%
3	190	0.2%
4	174	0.2%
5	121	0.1%
6	90	0.1%
7	59	0.1%
9	48	0.1%
8	43	0.1%
11	41	0.1%
Other values (22)	272	0.3%
(Missing)	79334	98.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	282	0.3%
2	245	0.3%
3	190	0.2%
4	174	0.2%
5	121	0.1%

Value	Count	Frequency (%)
44	1	< 0.1%
39	3	< 0.1%
32	1	< 0.1%
30	1	< 0.1%
29	2	< 0.1%

haematocrit_percent
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	239
Distinct (%)	3.0%
Missing	72803
Missing (%)	90.0%
Infinite	0
Infinite (%)	0.0%

Mean	37.86560894
Minimum	20.4
Maximum	52
Zeros	0
Zeros (%)	0.0%
Memory size	632.1 KiB

Quantile statistics

Minimum	20.4
5-th percentile	32.6
Q1	35.6
median	37.7
Q3	39.9
95-th percentile	43.7
Maximum	52
Range	31.6
Interquartile range (IQR)	4.3

Descriptive statistics

Standard deviation	3.415696565
Coefficient of variation (CV)	0.09020577407
Kurtosis	0.6452218443
Mean	37.86560894
Median Absolute Deviation (MAD)	2.2
Skewness	0.2281996327
Sum	306559.97
Variance	11.66698303
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37.5	122	0.2%
37.1	116	0.1%
37.4	116	0.1%
36.8	114	0.1%
37	113	0.1%
39.1	112	0.1%
37.8	109	0.1%
37.2	106	0.1%
37.7	104	0.1%
38.8	99	0.1%
Other values (229)	6985	8.6%
(Missing)	72803	90.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
20.4	1	< 0.1%
22.5	1	< 0.1%
24	1	< 0.1%
24.6	1	< 0.1%
24.8	1	< 0.1%

Value	Count	Frequency (%)
52	1	< 0.1%
51.8	1	< 0.1%
50.9	2	< 0.1%
50.7	1	< 0.1%
50.6	2	< 0.1%

height
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	119
Distinct (%)	0.1%
Missing	7
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	118.2992509
Minimum	58
Maximum	183
Zeros	0
Zeros (%)	0.0%
Memory size	632.1 KiB

Quantile statistics

Minimum	58
5-th percentile	81
Q1	100
median	118
Q3	135
95-th percentile	157
Maximum	183
Range	125
Interquartile range (IQR)	35

Descriptive statistics

Standard deviation	23.01262707
Coefficient of variation (CV)	0.1945289332
Kurtosis	-0.72181326
Mean	118.2992509
Median Absolute Deviation (MAD)	18
Skewness	0.0764355533
Sum	9569463
Variance	529.5810045
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
120	1883	2.3%
115	1836	2.3%
110	1687	2.1%
140	1553	1.9%
125	1493	1.8%
130	1424	1.8%
118	1403	1.7%
128	1340	1.7%
135	1336	1.7%
100	1330	1.6%
Other values (109)	65607	81.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
58	11	< 0.1%
60	21	< 0.1%
61	18	< 0.1%
62	9	< 0.1%
63	26	< 0.1%

Value	Count	Frequency (%)
183	8	< 0.1%
179	7	< 0.1%
176	22	< 0.1%
175	22	< 0.1%
174	59	0.1%

hepatomegaly
Boolean

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	72799
Missing (%)	90.0%
Memory size	632.1 KiB

False	8082
True	18
(Missing)	72799

Common Values
Chart

Value	Count	Frequency (%)
False	8082	10.0%
True	18	< 0.1%
(Missing)	72799	90.0%

icd_code
Categorical

HIGH CARDINALITY
MISSING

Distinct	124
Distinct (%)	3.7%
Missing	77537
Missing (%)	95.8%
Memory size	632.1 KiB

A91A	1308
A91B	325
A91.A	220
B34	181
J02	149
Other values (119)	1179

Length

Max length	13
Median length	4
Mean length	3.984830458
Min length	3

Characters and Unicode

Total characters	13397
Distinct characters	26
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	25 ?
Unique (%)	0.7%

Sample

1st row	A913
2nd row	J02
3rd row	J02
4th row	J02
5th row	A912

Value	Count	Frequency (%)
A91A	1308	1.6%
A91B	325	0.4%
A91.A	220	0.3%
B34	181	0.2%
J02	149	0.2%
A91C	124	0.2%
B349	124	0.2%
A912	103	0.1%
A91C1	64	0.1%
J06	45	0.1%
Other values (114)	719	0.9%
(Missing)	77537	95.8%

Histogram of lengths of the category

Value	Count	Frequency (%)
a91a	1308	38.9%
a91b	325	9.7%
a91.a	220	6.5%
b34	181	5.4%
j02	149	4.4%
b349	124	3.7%
a91c	124	3.7%
a912	103	3.1%
a91c1	65	1.9%
j06	45	1.3%
Other values (115)	720	21.4%

Most occurring characters

Value	Count	Frequency (%)
A	3964	29.6%
9	2759	20.6%
1	2596	19.4%
B	764	5.7%
0	575	4.3%
3	481	3.6%
.	437	3.3%
J	431	3.2%
4	427	3.2%
2	424	3.2%
Other values (16)	539	4.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	7482	55.8%
Uppercase Letter	5475	40.9%
Other Punctuation	438	3.3%
Space Separator	2	< 0.1%

Most frequent character per category

Value	Count	Frequency (%)
A	3964	72.4%
B	764	14.0%
J	431	7.9%
C	230	4.2%
K	22	0.4%
D	16	0.3%
G	15	0.3%
N	12	0.2%
L	10	0.2%
R	4	0.1%
Other values (3)	7	0.1%

Value	Count	Frequency (%)
9	2759	36.9%
1	2596	34.7%
0	575	7.7%
3	481	6.4%
4	427	5.7%
2	424	5.7%
8	83	1.1%
6	67	0.9%
5	42	0.6%
7	28	0.4%

Value	Count	Frequency (%)
.	437	99.8%
,	1	0.2%

Value	Count	Frequency (%)
	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	7922	59.1%
Latin	5475	40.9%

Most frequent character per script

Value	Count	Frequency (%)
A	3964	72.4%
B	764	14.0%
J	431	7.9%
C	230	4.2%
K	22	0.4%
D	16	0.3%
G	15	0.3%
N	12	0.2%
L	10	0.2%
R	4	0.1%
Other values (3)	7	0.1%

Value	Count	Frequency (%)
9	2759	34.8%
1	2596	32.8%
0	575	7.3%
3	481	6.1%
.	437	5.5%
4	427	5.4%
2	424	5.4%
8	83	1.0%
6	67	0.8%
5	42	0.5%
Other values (3)	31	0.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	13397	100.0%

Most frequent character per block

Value	Count	Frequency (%)
A	3964	29.6%
9	2759	20.6%
1	2596	19.4%
B	764	5.7%
0	575	4.3%
3	481	3.6%
.	437	3.3%
J	431	3.2%
4	427	3.2%
2	424	3.2%
Other values (16)	539	4.0%

igg
Real number (ℝ)

MISSING

Distinct	1778
Distinct (%)	43.8%
Missing	76839
Missing (%)	95.0%
Infinite	0
Infinite (%)	0.0%

Mean	9.909554964
Minimum	-2.6
Maximum	149.31
Zeros	9
Zeros (%)	< 0.1%
Memory size	632.1 KiB

Quantile statistics

Minimum	-2.6
5-th percentile	-0.08
Q1	0.74
median	2.19
Q3	8.8125
95-th percentile	54.9815
Maximum	149.31
Range	151.91
Interquartile range (IQR)	8.0725

Descriptive statistics

Standard deviation	18.46694539
Coefficient of variation (CV)	1.863549418
Kurtosis	10.17237838
Mean	9.909554964
Median Absolute Deviation (MAD)	1.924090909
Skewness	2.986466676
Sum	40232.79315
Variance	341.0280719
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.18	19	< 0.1%
0.49	18	< 0.1%
1.08	17	< 0.1%
0.99	17	< 0.1%
0.1	16	< 0.1%
0.44	15	< 0.1%
0.61	15	< 0.1%
0.38	15	< 0.1%
0.51	15	< 0.1%
0.58	15	< 0.1%
Other values (1768)	3898	4.8%
(Missing)	76839	95.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2.6	1	< 0.1%
-2.42	1	< 0.1%
-2.26	1	< 0.1%
-2.23	1	< 0.1%
-2.17	1	< 0.1%

Value	Count	Frequency (%)
149.31	1	< 0.1%
142.1	1	< 0.1%
130.78	1	< 0.1%
129.75	1	< 0.1%
124.78	1	< 0.1%

igg_interpretation
Categorical

MISSING

Distinct	3
Distinct (%)	0.1%
Missing	76839
Missing (%)	95.0%
Memory size	632.1 KiB

Negative	3035
Positive	931
Equivocal	94

Length

Max length	9
Median length	8
Mean length	8.023152709
Min length	8

Characters and Unicode

Total characters	32574
Distinct characters	15
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Negative
2nd row	Positive
3rd row	Negative
4th row	Negative
5th row	Negative

Value	Count	Frequency (%)
Negative	3035	3.8%
Positive	931	1.2%
Equivocal	94	0.1%
(Missing)	76839	95.0%

Histogram of lengths of the category

Value	Count	Frequency (%)
negative	3035	74.8%
positive	931	22.9%
equivocal	94	2.3%

Most occurring characters

Value	Count	Frequency (%)
e	7001	21.5%
i	4991	15.3%
v	4060	12.5%
t	3966	12.2%
a	3129	9.6%
N	3035	9.3%
g	3035	9.3%
o	1025	3.1%
P	931	2.9%
s	931	2.9%
Other values (5)	470	1.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	28514	87.5%
Uppercase Letter	4060	12.5%

Most frequent character per category

Value	Count	Frequency (%)
e	7001	24.6%
i	4991	17.5%
v	4060	14.2%
t	3966	13.9%
a	3129	11.0%
g	3035	10.6%
o	1025	3.6%
s	931	3.3%
q	94	0.3%
u	94	0.3%
Other values (2)	188	0.7%

Value	Count	Frequency (%)
N	3035	74.8%
P	931	22.9%
E	94	2.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	32574	100.0%

Most frequent character per script

Value	Count	Frequency (%)
e	7001	21.5%
i	4991	15.3%
v	4060	12.5%
t	3966	12.2%
a	3129	9.6%
N	3035	9.3%
g	3035	9.3%
o	1025	3.1%
P	931	2.9%
s	931	2.9%
Other values (5)	470	1.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	32574	100.0%

Most frequent character per block

Value	Count	Frequency (%)
e	7001	21.5%
i	4991	15.3%
v	4060	12.5%
t	3966	12.2%
a	3129	9.6%
N	3035	9.3%
g	3035	9.3%
o	1025	3.1%
P	931	2.9%
s	931	2.9%
Other values (5)	470	1.4%

igm
Real number (ℝ)

MISSING

Distinct	2003
Distinct (%)	49.3%
Missing	76839
Missing (%)	95.0%
Infinite	0
Infinite (%)	0.0%

Mean	11.13066564
Minimum	-3.66
Maximum	400.45
Zeros	1
Zeros (%)	< 0.1%
Memory size	632.1 KiB

Quantile statistics

Minimum	-3.66
5-th percentile	0.19
Q1	1.68
median	3.52
Q3	12.6425
95-th percentile	47.965
Maximum	400.45
Range	404.11
Interquartile range (IQR)	10.9625

Descriptive statistics

Standard deviation	21.89807962
Coefficient of variation (CV)	1.967364786
Kurtosis	94.09691277
Mean	11.13066564
Median Absolute Deviation (MAD)	2.45
Skewness	7.43915377
Sum	45190.50248
Variance	479.525891
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.55	17	< 0.1%
1.57	17	< 0.1%
1.63	15	< 0.1%
1.51	15	< 0.1%
1.85	14	< 0.1%
1.66	13	< 0.1%
2	12	< 0.1%
1.61	12	< 0.1%
1.68	12	< 0.1%
1.01	12	< 0.1%
Other values (1993)	3921	4.8%
(Missing)	76839	95.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-3.66	1	< 0.1%
-3.58	1	< 0.1%
-3.56	1	< 0.1%
-3.44	1	< 0.1%
-3.38	1	< 0.1%

Value	Count	Frequency (%)
400.45	1	< 0.1%
350.26	1	< 0.1%
341.48	1	< 0.1%
328.71	1	< 0.1%
313.35	1	< 0.1%

igm_interpretation
Categorical

MISSING

Distinct	3
Distinct (%)	0.1%
Missing	76839
Missing (%)	95.0%
Memory size	632.1 KiB

Negative	2841
Positive	1084
Equivocal	135

Length

Max length	9
Median length	8
Mean length	8.033251232
Min length	8

Characters and Unicode

Total characters	32615
Distinct characters	15
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Negative
2nd row	Positive
3rd row	Negative
4th row	Negative
5th row	Negative

Value	Count	Frequency (%)
Negative	2841	3.5%
Positive	1084	1.3%
Equivocal	135	0.2%
(Missing)	76839	95.0%

Histogram of lengths of the category

Value	Count	Frequency (%)
negative	2841	70.0%
positive	1084	26.7%
equivocal	135	3.3%

Most occurring characters

Value	Count	Frequency (%)
e	6766	20.7%
i	5144	15.8%
v	4060	12.4%
t	3925	12.0%
a	2976	9.1%
N	2841	8.7%
g	2841	8.7%
o	1219	3.7%
P	1084	3.3%
s	1084	3.3%
Other values (5)	675	2.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	28555	87.6%
Uppercase Letter	4060	12.4%

Most frequent character per category

Value	Count	Frequency (%)
e	6766	23.7%
i	5144	18.0%
v	4060	14.2%
t	3925	13.7%
a	2976	10.4%
g	2841	9.9%
o	1219	4.3%
s	1084	3.8%
q	135	0.5%
u	135	0.5%
Other values (2)	270	0.9%

Value	Count	Frequency (%)
N	2841	70.0%
P	1084	26.7%
E	135	3.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	32615	100.0%

Most frequent character per script

Value	Count	Frequency (%)
e	6766	20.7%
i	5144	15.8%
v	4060	12.4%
t	3925	12.0%
a	2976	9.1%
N	2841	8.7%
g	2841	8.7%
o	1219	3.7%
P	1084	3.3%
s	1084	3.3%
Other values (5)	675	2.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	32615	100.0%

Most frequent character per block

Value	Count	Frequency (%)
e	6766	20.7%
i	5144	15.8%
v	4060	12.4%
t	3925	12.0%
a	2976	9.1%
N	2841	8.7%
g	2841	8.7%
o	1219	3.7%
P	1084	3.3%
s	1084	3.3%
Other values (5)	675	2.1%

impairment
Boolean

CONSTANT
MISSING
REJECTED

Distinct	1
Distinct (%)	50.0%
Missing	80897
Missing (%)	> 99.9%
Memory size	632.1 KiB

True	2
(Missing)	80897

Common Values
Chart

Value	Count	Frequency (%)
True	2	< 0.1%
(Missing)	80897	> 99.9%

jaundice
Boolean

MISSING

Distinct	2
Distinct (%)	14.3%
Missing	80885
Missing (%)	> 99.9%
Memory size	632.1 KiB

False	12
True	2
(Missing)	80885

Common Values
Chart

Value	Count	Frequency (%)
False	12	< 0.1%
True	2	< 0.1%
(Missing)	80885	> 99.9%

lathargy_severe
Boolean

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	53364
Missing (%)	66.0%
Memory size	632.1 KiB

False	26891
True	644
(Missing)	53364

Common Values
Chart

Value	Count	Frequency (%)
False	26891	33.2%
True	644	0.8%
(Missing)	53364	66.0%

liver_acute
Boolean

MISSING

Distinct	2
Distinct (%)	13.3%
Missing	80884
Missing (%)	> 99.9%
Memory size	632.1 KiB

True	10
False	5
(Missing)	80884

Common Values
Chart

Value	Count	Frequency (%)
True	10	< 0.1%
False	5	< 0.1%
(Missing)	80884	> 99.9%

liver_involved
Boolean

CONSTANT
MISSING
REJECTED

Distinct	1
Distinct (%)	9.1%
Missing	80888
Missing (%)	> 99.9%
Memory size	632.1 KiB

True	11
(Missing)	80888

Common Values
Chart

Value	Count	Frequency (%)
True	11	< 0.1%
(Missing)	80888	> 99.9%

lymphocytes
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	1089
Distinct (%)	13.5%
Missing	72803
Missing (%)	90.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.172581176
Minimum	0.016
Maximum	12.6
Zeros	0
Zeros (%)	0.0%
Memory size	632.1 KiB

Quantile statistics

Minimum	0.016
5-th percentile	0.6
Q1	1.1
median	1.79
Q3	2.8
95-th percentile	5.09
Maximum	12.6
Range	12.584
Interquartile range (IQR)	1.7

Descriptive statistics

Standard deviation	1.489704661
Coefficient of variation (CV)	0.6856842345
Kurtosis	4.635377087
Mean	2.172581176
Median Absolute Deviation (MAD)	0.79
Skewness	1.751792601
Sum	17589.2172
Variance	2.219219976
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.2	138	0.2%
1.3	136	0.2%
1	126	0.2%
1.7	125	0.2%
0.9	124	0.2%
1.4	122	0.2%
1.1	118	0.1%
1.5	118	0.1%
1.8	116	0.1%
0.8	106	0.1%
Other values (1079)	6867	8.5%
(Missing)	72803	90.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.016	1	< 0.1%
0.04	1	< 0.1%
0.048	2	< 0.1%
0.053	1	< 0.1%
0.058	1	< 0.1%

Value	Count	Frequency (%)
12.6	1	< 0.1%
12.46	1	< 0.1%
12.16	1	< 0.1%
11.8	1	< 0.1%
11.12	1	< 0.1%

lymphocytes_percent
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	956
Distinct (%)	11.8%
Missing	72827
Missing (%)	90.0%
Infinite	0
Infinite (%)	0.0%

Mean	27.03719066
Minimum	0.234
Maximum	90.2
Zeros	0
Zeros (%)	0.0%
Memory size	632.1 KiB

Quantile statistics

Minimum	0.234
5-th percentile	8.2
Q1	16
median	24.5
Q3	35.7
95-th percentile	54.6
Maximum	90.2
Range	89.966
Interquartile range (IQR)	19.7

Descriptive statistics

Standard deviation	14.40317403
Coefficient of variation (CV)	0.5327171086
Kurtosis	0.3687916755
Mean	27.03719066
Median Absolute Deviation (MAD)	9.4
Skewness	0.8148987963
Sum	218244.203
Variance	207.4514222
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23.4	37	< 0.1%
21.8	37	< 0.1%
21.4	35	< 0.1%
18.7	34	< 0.1%
19.9	34	< 0.1%
18	32	< 0.1%
22.5	32	< 0.1%
20.6	32	< 0.1%
16	31	< 0.1%
14.5	31	< 0.1%
Other values (946)	7737	9.6%
(Missing)	72827	90.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.234	1	< 0.1%
0.247	1	< 0.1%
0.617	1	< 0.1%
0.783	1	< 0.1%
0.871	1	< 0.1%

Value	Count	Frequency (%)
90.2	1	< 0.1%
86.9	1	< 0.1%
84.2	1	< 0.1%
83.2	1	< 0.1%
81.5	1	< 0.1%

monocytes
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
SKEWED

Distinct	949
Distinct (%)	11.7%
Missing	72803
Missing (%)	90.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.8163214427
Minimum	0.004
Maximum	374
Zeros	0
Zeros (%)	0.0%
Memory size	632.1 KiB

Quantile statistics

Minimum	0.004
5-th percentile	0.2
Q1	0.41575
median	0.66
Q3	1
95-th percentile	1.6725
Maximum	374
Range	373.996
Interquartile range (IQR)	0.58425

Descriptive statistics

Standard deviation	4.178178711
Coefficient of variation (CV)	5.118300822
Kurtosis	7864.696982
Mean	0.8163214427
Median Absolute Deviation (MAD)	0.26
Skewness	88.04653391
Sum	6608.9384
Variance	17.45717734
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5	332	0.4%
0.4	324	0.4%
0.3	296	0.4%
0.6	283	0.3%
0.7	274	0.3%
0.8	222	0.3%
0.9	188	0.2%
0.2	156	0.2%
1	143	0.2%
1.1	127	0.2%
Other values (939)	5751	7.1%
(Missing)	72803	90.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.004	1	< 0.1%
0.006	1	< 0.1%
0.007	1	< 0.1%
0.008	1	< 0.1%
0.01	2	< 0.1%

Value	Count	Frequency (%)
374	1	< 0.1%
5.8	1	< 0.1%
5.7	1	< 0.1%
5	1	< 0.1%
4.7	1	< 0.1%

monocytes_percent
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	789
Distinct (%)	9.7%
Missing	72803
Missing (%)	90.0%
Infinite	0
Infinite (%)	0.0%

Mean	9.208251112
Minimum	0.076
Maximum	34.9
Zeros	0
Zeros (%)	0.0%
Memory size	632.1 KiB

Quantile statistics

Minimum	0.076
5-th percentile	4
Q1	6.5
median	8.54
Q3	11.2
95-th percentile	16.5
Maximum	34.9
Range	34.824
Interquartile range (IQR)	4.7

Descriptive statistics

Standard deviation	4.000307019
Coefficient of variation (CV)	0.4344263607
Kurtosis	2.5578977
Mean	9.208251112
Median Absolute Deviation (MAD)	2.26
Skewness	1.113847843
Sum	74550.001
Variance	16.00245624
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.7	98	0.1%
7.5	96	0.1%
8.1	93	0.1%
7	90	0.1%
8.3	90	0.1%
7.4	89	0.1%
6.3	89	0.1%
7.9	87	0.1%
6.9	87	0.1%
6.5	87	0.1%
Other values (779)	7190	8.9%
(Missing)	72803	90.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.076	1	< 0.1%
0.106	1	< 0.1%
0.111	1	< 0.1%
0.112	1	< 0.1%
0.124	1	< 0.1%

Value	Count	Frequency (%)
34.9	1	< 0.1%
34.1	1	< 0.1%
33.5	1	< 0.1%
32.1	1	< 0.1%
31.9	1	< 0.1%

movement
Boolean

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	75299
Missing (%)	93.1%
Memory size	632.1 KiB

False	3385
True	2215
(Missing)	75299

Common Values
Chart

Value	Count	Frequency (%)
False	3385	4.2%
True	2215	2.7%
(Missing)	75299	93.1%

nasal_packing
Boolean

MISSING

Distinct	2
Distinct (%)	0.1%
Missing	79334
Missing (%)	98.1%
Memory size	632.1 KiB

False	1563
True	2
(Missing)	79334

Common Values
Chart

Value	Count	Frequency (%)
False	1563	1.9%
True	2	< 0.1%
(Missing)	79334	98.1%

neutrophils
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	1368
Distinct (%)	16.9%
Missing	72804
Missing (%)	90.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.729247251
Minimum	0.144
Maximum	59
Zeros	0
Zeros (%)	0.0%
Memory size	632.1 KiB

Quantile statistics

Minimum	0.144
5-th percentile	1.4
Q1	2.87
median	4.75
Q3	7.57
95-th percentile	13.2
Maximum	59
Range	58.856
Interquartile range (IQR)	4.7

Descriptive statistics

Standard deviation	3.975540053
Coefficient of variation (CV)	0.6939026854
Kurtosis	8.321089458
Mean	5.729247251
Median Absolute Deviation (MAD)	2.17
Skewness	1.902344851
Sum	46378.2565
Variance	15.80491871
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.1	57	0.1%
2.7	57	0.1%
2.4	56	0.1%
3.2	53	0.1%
3.3	52	0.1%
2.5	51	0.1%
4.3	48	0.1%
3.5	48	0.1%
2.2	47	0.1%
2.6	47	0.1%
Other values (1358)	7579	9.4%
(Missing)	72804	90.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.144	1	< 0.1%
0.27	1	< 0.1%
0.35	1	< 0.1%
0.379	1	< 0.1%
0.46	1	< 0.1%

Value	Count	Frequency (%)
59	1	< 0.1%
41	1	< 0.1%
38.43	1	< 0.1%
33.2	1	< 0.1%
31.1	1	< 0.1%

neutrophils_percent
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	761
Distinct (%)	9.4%
Missing	72827
Missing (%)	90.0%
Infinite	0
Infinite (%)	0.0%

Mean	62.51500496
Minimum	5.6
Maximum	94.3
Zeros	0
Zeros (%)	0.0%
Memory size	632.1 KiB

Quantile statistics

Minimum	5.6
5-th percentile	33.3
Q1	52.8
median	64.3
Q3	74.4
95-th percentile	84.4
Maximum	94.3
Range	88.7
Interquartile range (IQR)	21.6

Descriptive statistics

Standard deviation	15.49205502
Coefficient of variation (CV)	0.2478133855
Kurtosis	-0.1142386743
Mean	62.51500496
Median Absolute Deviation (MAD)	10.7
Skewness	-0.5666227476
Sum	504621.12
Variance	240.0037689
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
75.3	33	< 0.1%
69	31	< 0.1%
73.8	31	< 0.1%
63.8	30	< 0.1%
69.5	29	< 0.1%
74.7	29	< 0.1%
70.1	28	< 0.1%
64.6	28	< 0.1%
74.1	28	< 0.1%
77.7	28	< 0.1%
Other values (751)	7777	9.6%
(Missing)	72827	90.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5.6	1	< 0.1%
9.2	1	< 0.1%
9.8	1	< 0.1%
10.3	1	< 0.1%
10.7	1	< 0.1%

Value	Count	Frequency (%)
94.3	1	< 0.1%
93.7	1	< 0.1%
93.3	1	< 0.1%
93.2	1	< 0.1%
93	1	< 0.1%

ns1_platelia_analyte_interpretation
Categorical

MISSING

Distinct	3
Distinct (%)	0.1%
Missing	75015
Missing (%)	92.7%
Memory size	632.1 KiB

Negative	5565
Positive	280
Equivocal	39

Length

Max length	9
Median length	8
Mean length	8.006628144
Min length	8

Characters and Unicode

Total characters	47111
Distinct characters	15
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Positive
2nd row	Negative
3rd row	Negative
4th row	Negative
5th row	Negative

Value	Count	Frequency (%)
Negative	5565	6.9%
Positive	280	0.3%
Equivocal	39	< 0.1%
(Missing)	75015	92.7%

Histogram of lengths of the category

Value	Count	Frequency (%)
negative	5565	94.6%
positive	280	4.8%
equivocal	39	0.7%

Most occurring characters

Value	Count	Frequency (%)
e	11410	24.2%
i	6164	13.1%
v	5884	12.5%
t	5845	12.4%
a	5604	11.9%
N	5565	11.8%
g	5565	11.8%
o	319	0.7%
P	280	0.6%
s	280	0.6%
Other values (5)	195	0.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	41227	87.5%
Uppercase Letter	5884	12.5%

Most frequent character per category

Value	Count	Frequency (%)
e	11410	27.7%
i	6164	15.0%
v	5884	14.3%
t	5845	14.2%
a	5604	13.6%
g	5565	13.5%
o	319	0.8%
s	280	0.7%
q	39	0.1%
u	39	0.1%
Other values (2)	78	0.2%

Value	Count	Frequency (%)
N	5565	94.6%
P	280	4.8%
E	39	0.7%

Most occurring scripts

Value	Count	Frequency (%)
Latin	47111	100.0%

Most frequent character per script

Value	Count	Frequency (%)
e	11410	24.2%
i	6164	13.1%
v	5884	12.5%
t	5845	12.4%
a	5604	11.9%
N	5565	11.8%
g	5565	11.8%
o	319	0.7%
P	280	0.6%
s	280	0.6%
Other values (5)	195	0.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	47111	100.0%

Most frequent character per block

Value	Count	Frequency (%)
e	11410	24.2%
i	6164	13.1%
v	5884	12.5%
t	5845	12.4%
a	5604	11.9%
N	5565	11.8%
g	5565	11.8%
o	319	0.7%
P	280	0.6%
s	280	0.6%
Other values (5)	195	0.4%

oedema_pulmonary
Boolean

CONSTANT
MISSING
REJECTED

Distinct	1
Distinct (%)	0.1%
Missing	79334
Missing (%)	98.1%
Memory size	632.1 KiB

False	1565
(Missing)	79334

Common Values
Chart

Value	Count	Frequency (%)
False	1565	1.9%
(Missing)	79334	98.1%

outcome
Categorical

MISSING

Distinct	4
Distinct (%)	< 0.1%
Missing	68422
Missing (%)	84.6%
Memory size	632.1 KiB

Full recovery	12312
Self discharge	111
Died	31
Transferred	23

Length

Max length	14
Median length	13
Mean length	12.98284844
Min length	4

Characters and Unicode

Total characters	161987
Distinct characters	21
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Full recovery
2nd row	Full recovery
3rd row	Full recovery
4th row	Full recovery
5th row	Full recovery

Value	Count	Frequency (%)
Full recovery	12312	15.2%
Self discharge	111	0.1%
Died	31	< 0.1%
Transferred	23	< 0.1%
(Missing)	68422	84.6%

Histogram of lengths of the category

Value	Count	Frequency (%)
full	12312	49.4%
recovery	12312	49.4%
self	111	0.4%
discharge	111	0.4%
died	31	0.1%
transferred	23	0.1%

Most occurring characters

Value	Count	Frequency (%)
e	24923	15.4%
r	24804	15.3%
l	24735	15.3%
	12423	7.7%
c	12423	7.7%
F	12312	7.6%
u	12312	7.6%
o	12312	7.6%
v	12312	7.6%
y	12312	7.6%
Other values (11)	1119	0.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	137087	84.6%
Uppercase Letter	12477	7.7%
Space Separator	12423	7.7%

Most frequent character per category

Value	Count	Frequency (%)
e	24923	18.2%
r	24804	18.1%
l	24735	18.0%
c	12423	9.1%
u	12312	9.0%
o	12312	9.0%
v	12312	9.0%
y	12312	9.0%
d	165	0.1%
i	142	0.1%
Other values (6)	647	0.5%

Value	Count	Frequency (%)
F	12312	98.7%
S	111	0.9%
D	31	0.2%
T	23	0.2%

Value	Count	Frequency (%)
	12423	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	149564	92.3%
Common	12423	7.7%

Most frequent character per script

Value	Count	Frequency (%)
e	24923	16.7%
r	24804	16.6%
l	24735	16.5%
c	12423	8.3%
F	12312	8.2%
u	12312	8.2%
o	12312	8.2%
v	12312	8.2%
y	12312	8.2%
d	165	0.1%
Other values (10)	954	0.6%

Value	Count	Frequency (%)
	12423	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	161987	100.0%

Most frequent character per block

Value	Count	Frequency (%)
e	24923	15.4%
r	24804	15.3%
l	24735	15.3%
	12423	7.7%
c	12423	7.7%
F	12312	7.6%
u	12312	7.6%
o	12312	7.6%
v	12312	7.6%
y	12312	7.6%
Other values (11)	1119	0.7%

parental_fluid
Boolean

CONSTANT
MISSING
REJECTED

Distinct	1
Distinct (%)	0.5%
Missing	80684
Missing (%)	99.7%
Memory size	632.1 KiB

True	215
(Missing)	80684

Common Values
Chart

Value	Count	Frequency (%)
True	215	0.3%
(Missing)	80684	99.7%

pcr_dengue_interpretation
Categorical

CONSTANT
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	632.1 KiB

Lab-confirmed Dengue	80899

Length

Max length	20
Median length	20
Mean length	20
Min length	20

Characters and Unicode

Total characters	1617980
Distinct characters	17
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Lab-confirmed Dengue
2nd row	Lab-confirmed Dengue
3rd row	Lab-confirmed Dengue
4th row	Lab-confirmed Dengue
5th row	Lab-confirmed Dengue

Value	Count	Frequency (%)
Lab-confirmed Dengue	80899	100.0%

Histogram of lengths of the category

Value	Count	Frequency (%)
dengue	80899	50.0%
lab-confirmed	80899	50.0%

Most occurring characters

Value	Count	Frequency (%)
e	242697	15.0%
n	161798	10.0%
L	80899	5.0%
a	80899	5.0%
b	80899	5.0%
-	80899	5.0%
c	80899	5.0%
o	80899	5.0%
f	80899	5.0%
i	80899	5.0%
Other values (7)	566293	35.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1294384	80.0%
Uppercase Letter	161798	10.0%
Dash Punctuation	80899	5.0%
Space Separator	80899	5.0%

Most frequent character per category

Value	Count	Frequency (%)
e	242697	18.8%
n	161798	12.5%
a	80899	6.2%
b	80899	6.2%
c	80899	6.2%
o	80899	6.2%
f	80899	6.2%
i	80899	6.2%
r	80899	6.2%
m	80899	6.2%
Other values (3)	242697	18.8%

Value	Count	Frequency (%)
L	80899	50.0%
D	80899	50.0%

Value	Count	Frequency (%)
-	80899	100.0%

Value	Count	Frequency (%)
	80899	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1456182	90.0%
Common	161798	10.0%

Most frequent character per script

Value	Count	Frequency (%)
e	242697	16.7%
n	161798	11.1%
L	80899	5.6%
a	80899	5.6%
b	80899	5.6%
c	80899	5.6%
o	80899	5.6%
f	80899	5.6%
i	80899	5.6%
r	80899	5.6%
Other values (5)	404495	27.8%

Value	Count	Frequency (%)
-	80899	50.0%
	80899	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1617980	100.0%

Most frequent character per block

Value	Count	Frequency (%)
e	242697	15.0%
n	161798	10.0%
L	80899	5.0%
a	80899	5.0%
b	80899	5.0%
-	80899	5.0%
c	80899	5.0%
o	80899	5.0%
f	80899	5.0%
i	80899	5.0%
Other values (7)	566293	35.0%

pcr_dengue_load
Real number (ℝ_≥0)

MISSING
SKEWED
ZEROS

Distinct	1825
Distinct (%)	22.5%
Missing	72800
Missing (%)	90.0%
Infinite	0
Infinite (%)	0.0%

Mean	170839081.2
Minimum	0
Maximum	1.68452 × 10¹¹
Zeros	6032
Zeros (%)	7.5%
Memory size	632.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1830.357143
95-th percentile	261904761.9
Maximum	1.68452 × 10¹¹
Range	1.68452 × 10¹¹
Interquartile range (IQR)	1830.357143

Descriptive statistics

Standard deviation	2808985386
Coefficient of variation (CV)	16.44228806
Kurtosis	2097.164447
Mean	170839081.2
Median Absolute Deviation (MAD)	0
Skewness	41.74880205
Sum	1.383625719 × 10¹²
Variance	7.890398897 × 10¹⁸
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6032	7.5%
625000	6	< 0.1%
625000000	4	< 0.1%
7500000	4	< 0.1%
761900000	4	< 0.1%
970200000	3	< 0.1%
7321000	3	< 0.1%
970238095.2	3	< 0.1%
60120000	3	< 0.1%
12500000	3	< 0.1%
Other values (1815)	2034	2.5%
(Missing)	72800	90.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6032	7.5%
67.86	1	< 0.1%
78.57142857	1	< 0.1%
85.119	1	< 0.1%
89.88	1	< 0.1%

Value	Count	Frequency (%)
1.68452 × 10¹¹	1	< 0.1%
1.11905 × 10¹¹	1	< 0.1%
9.345238095 × 10¹⁰	1	< 0.1%
6.30952381 × 10¹⁰	1	< 0.1%
4.101190476 × 10¹⁰	1	< 0.1%

pcr_dengue_serotype
Categorical

CONSTANT
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	632.1 KiB

<LOD	80899

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	323596
Distinct characters	4
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	<LOD
2nd row	<LOD
3rd row	<LOD
4th row	<LOD
5th row	<LOD

Value	Count	Frequency (%)
<LOD	80899	100.0%

Histogram of lengths of the category

Value	Count	Frequency (%)
lod	80899	100.0%

Most occurring characters

Value	Count	Frequency (%)
<	80899	25.0%
L	80899	25.0%
O	80899	25.0%
D	80899	25.0%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	242697	75.0%
Math Symbol	80899	25.0%

Most frequent character per category

Value	Count	Frequency (%)
L	80899	33.3%
O	80899	33.3%
D	80899	33.3%

Value	Count	Frequency (%)
<	80899	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	242697	75.0%
Common	80899	25.0%

Most frequent character per script

Value	Count	Frequency (%)
L	80899	33.3%
O	80899	33.3%
D	80899	33.3%

Value	Count	Frequency (%)
<	80899	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	323596	100.0%

Most frequent character per block

Value	Count	Frequency (%)
<	80899	25.0%
L	80899	25.0%
O	80899	25.0%
D	80899	25.0%

perfusion
Boolean

CONSTANT
MISSING
REJECTED

Distinct	1
Distinct (%)	0.9%
Missing	80785
Missing (%)	99.9%
Memory size	632.1 KiB

True	114
(Missing)	80785

Common Values
Chart

Value	Count	Frequency (%)
True	114	0.1%
(Missing)	80785	99.9%

platelet_min
Real number (ℝ_≥0)

MISSING
SKEWED

Distinct	347
Distinct (%)	22.2%
Missing	79336
Missing (%)	98.1%
Infinite	0
Infinite (%)	0.0%

Mean	166.6206014
Minimum	7
Maximum	50000
Zeros	0
Zeros (%)	0.0%
Memory size	632.1 KiB

Quantile statistics

Minimum	7
5-th percentile	29
Q1	74.5
median	111
Q3	180.5
95-th percentile	309
Maximum	50000
Range	49993
Interquartile range (IQR)	106

Descriptive statistics

Standard deviation	1264.306341
Coefficient of variation (CV)	7.58793529
Kurtosis	1548.163912
Mean	166.6206014
Median Absolute Deviation (MAD)	47
Skewness	39.25354873
Sum	260428
Variance	1598470.525
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
94	18	< 0.1%
95	17	< 0.1%
79	17	< 0.1%
78	15	< 0.1%
81	15	< 0.1%
110	15	< 0.1%
104	14	< 0.1%
90	14	< 0.1%
100	14	< 0.1%
96	14	< 0.1%
Other values (337)	1410	1.7%
(Missing)	79336	98.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
7	3	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	2	< 0.1%
11	1	< 0.1%

Value	Count	Frequency (%)
50000	1	< 0.1%
469	1	< 0.1%
463	1	< 0.1%
441	1	< 0.1%
440	1	< 0.1%

platelet_no
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	14
Distinct (%)	0.9%
Missing	79334
Missing (%)	98.1%
Infinite	0
Infinite (%)	0.0%

Mean	2.516932907
Minimum	1
Maximum	27
Zeros	0
Zeros (%)	0.0%
Memory size	632.1 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	3
95-th percentile	6
Maximum	27
Range	26
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.808406287
Coefficient of variation (CV)	0.7184960241
Kurtosis	31.4057091
Mean	2.516932907
Median Absolute Deviation (MAD)	1
Skewness	3.533171087
Sum	3939
Variance	3.270333298
Monotocity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
1	524	0.6%
2	427	0.5%
3	267	0.3%
4	173	0.2%
5	93	0.1%
6	41	0.1%
7	21	< 0.1%
8	8	< 0.1%
9	3	< 0.1%
10	3	< 0.1%
Other values (4)	5	< 0.1%
(Missing)	79334	98.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	524	0.6%
2	427	0.5%
3	267	0.3%
4	173	0.2%
5	93	0.1%

Value	Count	Frequency (%)
27	1	< 0.1%
21	1	< 0.1%
15	2	< 0.1%
11	1	< 0.1%
10	3	< 0.1%

platelets
Boolean

MISSING

Distinct	2
Distinct (%)	0.1%
Missing	79334
Missing (%)	98.1%
Memory size	632.1 KiB

False	1559
True	6
(Missing)	79334

Common Values
Chart

Value	Count	Frequency (%)
False	1559	1.9%
True	6	< 0.1%
(Missing)	79334	98.1%

pleural_effusion
Boolean

MISSING

Distinct	2
Distinct (%)	0.1%
Missing	79334
Missing (%)	98.1%
Memory size	632.1 KiB

False	1535
True	30
(Missing)	79334

Common Values
Chart

Value	Count	Frequency (%)
False	1535	1.9%
True	30	< 0.1%
(Missing)	79334	98.1%

plt
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	520
Distinct (%)	6.4%
Missing	72803
Missing (%)	90.0%
Infinite	0
Infinite (%)	0.0%

Mean	233.0960351
Minimum	18
Maximum	829
Zeros	0
Zeros (%)	0.0%
Memory size	632.1 KiB

Quantile statistics

Minimum	18
5-th percentile	116
Q1	181
median	227
Q3	278
95-th percentile	369
Maximum	829
Range	811
Interquartile range (IQR)	97

Descriptive statistics

Standard deviation	78.58156097
Coefficient of variation (CV)	0.337120968
Kurtosis	2.026154663
Mean	233.0960351
Median Absolute Deviation (MAD)	48
Skewness	0.7417786805
Sum	1887145.5
Variance	6175.061725
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
224	68	0.1%
236	57	0.1%
235	56	0.1%
250	54	0.1%
204	54	0.1%
234	54	0.1%
195	54	0.1%
217	53	0.1%
208	53	0.1%
221	52	0.1%
Other values (510)	7541	9.3%
(Missing)	72803	90.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
18	1	< 0.1%
26	1	< 0.1%
27	1	< 0.1%
28	3	< 0.1%
29	2	< 0.1%

Value	Count	Frequency (%)
829	1	< 0.1%
751	1	< 0.1%
709	1	< 0.1%
691	1	< 0.1%
654	1	< 0.1%

pulse
Real number (ℝ_≥0)

MISSING

Distinct	30
Distinct (%)	26.8%
Missing	80787
Missing (%)	99.9%
Infinite	0
Infinite (%)	0.0%

Mean	114.5714286
Minimum	80
Maximum	165
Zeros	0
Zeros (%)	0.0%
Memory size	632.1 KiB

Quantile statistics

Minimum	80
5-th percentile	96
Q1	102
median	117
Q3	120
95-th percentile	134.7
Maximum	165
Range	85
Interquartile range (IQR)	18

Descriptive statistics

Standard deviation	13.45577627
Coefficient of variation (CV)	0.1174444313
Kurtosis	0.9453342865
Mean	114.5714286
Median Absolute Deviation (MAD)	9
Skewness	0.4083712557
Sum	12832
Variance	181.0579151
Monotocity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
120	31	< 0.1%
100	19	< 0.1%
110	14	< 0.1%
130	11	< 0.1%
126	3	< 0.1%
106	3	< 0.1%
108	2	< 0.1%
102	2	< 0.1%
115	2	< 0.1%
114	2	< 0.1%
Other values (20)	23	< 0.1%
(Missing)	80787	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
80	1	< 0.1%
90	2	< 0.1%
92	1	< 0.1%
94	1	< 0.1%
96	2	< 0.1%

Value	Count	Frequency (%)
165	1	< 0.1%
145	1	< 0.1%
144	1	< 0.1%
140	2	< 0.1%
138	1	< 0.1%

pulse_status
Categorical

MISSING

Distinct	3
Distinct (%)	2.6%
Missing	80785
Missing (%)	99.9%
Memory size	632.1 KiB

Weak	89
Strong	21
Not done / Not detected	4

Length

Max length	23
Median length	4
Mean length	5.035087719
Min length	4

Characters and Unicode

Total characters	574
Distinct characters	15
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Weak
2nd row	Weak
3rd row	Weak
4th row	Weak
5th row	Weak

Value	Count	Frequency (%)
Weak	89	0.1%
Strong	21	< 0.1%
Not done / Not detected	4	< 0.1%
(Missing)	80785	99.9%

Histogram of lengths of the category

Value	Count	Frequency (%)
weak	89	68.5%
strong	21	16.2%
not	8	6.2%
	4	3.1%
detected	4	3.1%
done	4	3.1%

Most occurring characters

Value	Count	Frequency (%)
e	105	18.3%
W	89	15.5%
a	89	15.5%
k	89	15.5%
t	37	6.4%
o	33	5.7%
n	25	4.4%
S	21	3.7%
r	21	3.7%
g	21	3.7%
Other values (5)	44	7.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	436	76.0%
Uppercase Letter	118	20.6%
Space Separator	16	2.8%
Other Punctuation	4	0.7%

Most frequent character per category

Value	Count	Frequency (%)
e	105	24.1%
a	89	20.4%
k	89	20.4%
t	37	8.5%
o	33	7.6%
n	25	5.7%
r	21	4.8%
g	21	4.8%
d	12	2.8%
c	4	0.9%

Value	Count	Frequency (%)
W	89	75.4%
S	21	17.8%
N	8	6.8%

Value	Count	Frequency (%)
	16	100.0%

Value	Count	Frequency (%)
/	4	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	554	96.5%
Common	20	3.5%

Most frequent character per script

Value	Count	Frequency (%)
e	105	19.0%
W	89	16.1%
a	89	16.1%
k	89	16.1%
t	37	6.7%
o	33	6.0%
n	25	4.5%
S	21	3.8%
r	21	3.8%
g	21	3.8%
Other values (3)	24	4.3%

Value	Count	Frequency (%)
	16	80.0%
/	4	20.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	574	100.0%

Most frequent character per block

Value	Count	Frequency (%)
e	105	18.3%
W	89	15.5%
a	89	15.5%
k	89	15.5%
t	37	6.4%
o	33	5.7%
n	25	4.4%
S	21	3.7%
r	21	3.7%
g	21	3.7%
Other values (5)	44	7.7%

rbc
Boolean

MISSING

Distinct	2
Distinct (%)	0.1%
Missing	79334
Missing (%)	98.1%
Memory size	632.1 KiB

False	1558
True	7
(Missing)	79334

Common Values
Chart

Value	Count	Frequency (%)
False	1558	1.9%
True	7	< 0.1%
(Missing)	79334	98.1%

respiratory_distress
Boolean

CONSTANT
MISSING
REJECTED

Distinct	1
Distinct (%)	3.0%
Missing	80866
Missing (%)	> 99.9%
Memory size	632.1 KiB

True	33
(Missing)	80866

Common Values
Chart

Value	Count	Frequency (%)
True	33	< 0.1%
(Missing)	80866	> 99.9%

restlessness
Boolean

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	53364
Missing (%)	66.0%
Memory size	632.1 KiB

False	27529
True	6
(Missing)	53364

Common Values
Chart

Value	Count	Frequency (%)
False	27529	34.0%
True	6	< 0.1%
(Missing)	53364	66.0%

sbp
Real number (ℝ_≥0)

MISSING

Distinct	11
Distinct (%)	10.0%
Missing	80789
Missing (%)	99.9%
Infinite	0
Infinite (%)	0.0%

Mean	93.72727273
Minimum	60
Maximum	120
Zeros	0
Zeros (%)	0.0%
Memory size	632.1 KiB

Quantile statistics

Minimum	60
5-th percentile	80
Q1	90
median	95
Q3	100
95-th percentile	110
Maximum	120
Range	60
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	10.23656792
Coefficient of variation (CV)	0.1092165345
Kurtosis	0.456242554
Mean	93.72727273
Median Absolute Deviation (MAD)	5
Skewness	-0.3346212546
Sum	10310
Variance	104.7873228
Monotocity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
100	32	< 0.1%
90	32	< 0.1%
80	13	< 0.1%
110	11	< 0.1%
95	9	< 0.1%
85	4	< 0.1%
105	3	< 0.1%
75	2	< 0.1%
70	2	< 0.1%
120	1	< 0.1%
(Missing)	80789	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
60	1	< 0.1%
70	2	< 0.1%
75	2	< 0.1%
80	13	< 0.1%
85	4	< 0.1%

Value	Count	Frequency (%)
120	1	< 0.1%
110	11	< 0.1%
105	3	< 0.1%
100	32	< 0.1%
95	9	< 0.1%

serology_interpretation
Categorical

MISSING

Distinct	3
Distinct (%)	0.1%
Missing	78859
Missing (%)	97.5%
Memory size	632.1 KiB

Inconclusive	992
Probable Secondary	747
Probable primary	301

Length

Max length	18
Median length	16
Mean length	14.7872549
Min length	12

Characters and Unicode

Total characters	30166
Distinct characters	20
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Probable Secondary
2nd row	Inconclusive
3rd row	Inconclusive
4th row	Inconclusive
5th row	Inconclusive

Value	Count	Frequency (%)
Inconclusive	992	1.2%
Probable Secondary	747	0.9%
Probable primary	301	0.4%
(Missing)	78859	97.5%

Histogram of lengths of the category

Value	Count	Frequency (%)
probable	1048	33.9%
inconclusive	992	32.1%
secondary	747	24.2%
primary	301	9.7%

Most occurring characters

Value	Count	Frequency (%)
o	2787	9.2%
e	2787	9.2%
c	2731	9.1%
n	2731	9.1%
r	2397	7.9%
b	2096	6.9%
a	2096	6.9%
l	2040	6.8%
i	1293	4.3%
P	1048	3.5%
Other values (10)	8160	27.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	26331	87.3%
Uppercase Letter	2787	9.2%
Space Separator	1048	3.5%

Most frequent character per category

Value	Count	Frequency (%)
o	2787	10.6%
e	2787	10.6%
c	2731	10.4%
n	2731	10.4%
r	2397	9.1%
b	2096	8.0%
a	2096	8.0%
l	2040	7.7%
i	1293	4.9%
y	1048	4.0%
Other values (6)	4325	16.4%

Value	Count	Frequency (%)
P	1048	37.6%
I	992	35.6%
S	747	26.8%

Value	Count	Frequency (%)
	1048	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	29118	96.5%
Common	1048	3.5%

Most frequent character per script

Value	Count	Frequency (%)
o	2787	9.6%
e	2787	9.6%
c	2731	9.4%
n	2731	9.4%
r	2397	8.2%
b	2096	7.2%
a	2096	7.2%
l	2040	7.0%
i	1293	4.4%
P	1048	3.6%
Other values (9)	7112	24.4%

Value	Count	Frequency (%)
	1048	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	30166	100.0%

Most frequent character per block

Value	Count	Frequency (%)
o	2787	9.2%
e	2787	9.2%
c	2731	9.1%
n	2731	9.1%
r	2397	7.9%
b	2096	6.9%
a	2096	6.9%
l	2040	6.8%
i	1293	4.3%
P	1048	3.5%
Other values (10)	8160	27.1%

shock
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	79.1 KiB

False	80785
True	114

Common Values
Chart

Value	Count	Frequency (%)
False	80785	99.9%
True	114	0.1%

shock_multiple
Boolean

CONSTANT
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	79.1 KiB

False	80899

Common Values
Chart

Value	Count	Frequency (%)
False	80899	100.0%

skin_clammy
Boolean

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	53364
Missing (%)	66.0%
Memory size	632.1 KiB

False	27483
True	52
(Missing)	53364

Common Values
Chart

Value	Count	Frequency (%)
False	27483	34.0%
True	52	0.1%
(Missing)	53364	66.0%

skin_flush
Boolean

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	72799
Missing (%)	90.0%
Memory size	632.1 KiB

False	6735
True	1365
(Missing)	72799

Common Values
Chart

Value	Count	Frequency (%)
False	6735	8.3%
True	1365	1.7%
(Missing)	72799	90.0%

skin_rash
Boolean

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	72799
Missing (%)	90.0%
Memory size	632.1 KiB

False	7930
True	170
(Missing)	72799

Common Values
Chart

Value	Count	Frequency (%)
False	7930	9.8%
True	170	0.2%
(Missing)	72799	90.0%

vomiting
Boolean

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	43727
Missing (%)	54.1%
Memory size	632.1 KiB

False	33762
True	3410
(Missing)	43727

Common Values
Chart

Value	Count	Frequency (%)
False	33762	41.7%
True	3410	4.2%
(Missing)	43727	54.1%

wbc
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	1594
Distinct (%)	19.7%
Missing	72803
Missing (%)	90.0%
Infinite	0
Infinite (%)	0.0%

Mean	8.76609585
Minimum	0.85
Maximum	49.58
Zeros	0
Zeros (%)	0.0%
Memory size	632.1 KiB

Quantile statistics

Minimum	0.85
5-th percentile	3.09
Q1	5.2
median	7.71
Q3	11.2
95-th percentile	18.1025
Maximum	49.58
Range	48.73
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	4.832291864
Coefficient of variation (CV)	0.5512478926
Kurtosis	3.693048886
Mean	8.76609585
Median Absolute Deviation (MAD)	2.835
Skewness	1.434827463
Sum	70970.312
Variance	23.35104465
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.4	50	0.1%
5	48	0.1%
4.3	46	0.1%
4.7	44	0.1%
8.4	42	0.1%
3.8	40	< 0.1%
7.2	39	< 0.1%
5.7	38	< 0.1%
5.4	38	< 0.1%
5.2	38	< 0.1%
Other values (1584)	7673	9.5%
(Missing)	72803	90.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.85	1	< 0.1%
0.9	1	< 0.1%
1.15	3	< 0.1%
1.23	1	< 0.1%
1.25	1	< 0.1%

Value	Count	Frequency (%)
49.58	1	< 0.1%
45.4	1	< 0.1%
44.7	1	< 0.1%
40	1	< 0.1%
39.96	1	< 0.1%

weight
Real number (ℝ_≥0)

Distinct	279
Distinct (%)	0.3%
Missing	7
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	24.30571256
Minimum	7.2
Maximum	91
Zeros	0
Zeros (%)	0.0%
Memory size	632.1 KiB

Quantile statistics

Minimum	7.2
5-th percentile	10.5
Q1	15
median	21
Q3	30
95-th percentile	48
Maximum	91
Range	83.8
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	11.77308812
Coefficient of variation (CV)	0.484375354
Kurtosis	1.302602711
Mean	24.30571256
Median Absolute Deviation (MAD)	7
Skewness	1.165799531
Sum	1966137.7
Variance	138.605604
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20	4070	5.0%
15	3659	4.5%
18	2726	3.4%
13	2692	3.3%
25	2670	3.3%
14	2646	3.3%
17	2528	3.1%
22	2472	3.1%
19	2436	3.0%
30	2413	3.0%
Other values (269)	52580	65.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
7.2	11	< 0.1%
7.3	6	< 0.1%
7.5	20	< 0.1%
7.8	27	< 0.1%
7.9	9	< 0.1%

Value	Count	Frequency (%)
91	5	< 0.1%
84	14	< 0.1%
80	34	< 0.1%
79	9	< 0.1%
78	9	< 0.1%

complications
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	79.1 KiB

False	80844
True	55

Common Values
Chart

Value	Count	Frequency (%)
False	80844	99.9%
True	55	0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	study_no	date	abdominal_pain	abdominal_tenderness	age	agitated	alb	alt	anorexia	ascites	ast	bleeding	bleeding_gi	bleeding_gum	bleeding_mucosal	bleeding_nose	bleeding_severe	bleeding_skin	bleeding_urine	bleeding_vaginal	bleeding_vensite	body_temperature	breath	care_type	cns_abnormal	cns_abnormal_signs	compression	conjunctival_injection	creatine_kinase	cryoprecipitate	crystalloid	dbp	dehydration	diarrhoea	event_admission	event_discharge	event_enrolment	event_onset	event_shock	ffp	gcs_eye_movement	gcs_motor_response	gcs_verbal_response	gender	gum_packing	haematocrit_high	haematocrit_max	haematocrit_no	haematocrit_percent	height	hepatomegaly	icd_code	igg	igg_interpretation	igm	igm_interpretation	impairment	jaundice	lathargy_severe	liver_acute	liver_involved	lymphocytes	lymphocytes_percent	monocytes	monocytes_percent	movement	nasal_packing	neutrophils	neutrophils_percent	ns1_platelia_analyte_interpretation	oedema_pulmonary	outcome	parental_fluid	pcr_dengue_interpretation	pcr_dengue_load	pcr_dengue_serotype	perfusion	platelet_min	platelet_no	platelets	pleural_effusion	plt	pulse	pulse_status	rbc	respiratory_distress	restlessness	sbp	serology_interpretation	shock	shock_multiple	skin_clammy	skin_flush	skin_rash	vomiting	wbc	weight	complications
0	1-0001	2010-10-17 05:00:00	NaN	NaN	11.0	NaN	NaN	NaN	False	NaN	NaN	<NA>	False	NaN	False	NaN	NaN	False	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	True	NaN	NaN	NaN	NaN	NaN	Male	NaN	NaN	NaN	NaN	NaN	144.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Full recovery	NaN	Lab-confirmed Dengue	NaN	<LOD	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	False	NaN	NaN	NaN	NaN	NaN	34.0	False
1	1-0001	2010-10-19 00:00:00	NaN	NaN	11.0	NaN	41.7	69.0	False	NaN	147.0	<NA>	False	NaN	False	NaN	NaN	False	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	155.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Male	NaN	NaN	NaN	NaN	37.8	144.0	NaN	NaN	3.00	Negative	7.02	Negative	NaN	NaN	NaN	NaN	NaN	1.51	28.1	0.31	5.8	NaN	NaN	3.52	65.5	NaN	NaN	Full recovery	NaN	Lab-confirmed Dengue	NaN	<LOD	NaN	NaN	NaN	NaN	NaN	110.0	NaN	NaN	NaN	NaN	NaN	NaN	Probable Secondary	False	False	NaN	NaN	NaN	NaN	5.37	34.0	False
2	1-0001	2010-10-19 08:00:00	True	False	11.0	NaN	NaN	NaN	False	NaN	NaN	<NA>	False	NaN	False	NaN	NaN	False	False	NaN	NaN	36.8	NaN	NaN	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	NaN	False	NaN	NaN	True	NaN	NaN	NaN	NaN	NaN	NaN	Male	NaN	NaN	NaN	NaN	NaN	144.0	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Positive	NaN	Full recovery	NaN	Lab-confirmed Dengue	80710000.0	<LOD	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	False	NaN	False	False	True	NaN	34.0	False
3	1-0001	2010-10-20 00:00:00	NaN	NaN	11.0	NaN	NaN	NaN	False	NaN	NaN	<NA>	False	NaN	False	NaN	NaN	False	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	True	NaN	NaN	NaN	True	NaN	NaN	NaN	NaN	Male	NaN	NaN	NaN	NaN	NaN	144.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Full recovery	NaN	Lab-confirmed Dengue	NaN	<LOD	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	True	False	NaN	NaN	NaN	NaN	NaN	34.0	False
4	1-0001	2010-10-21 00:00:00	False	NaN	11.0	NaN	NaN	NaN	False	NaN	NaN	False	False	NaN	False	NaN	NaN	False	False	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Male	NaN	NaN	NaN	NaN	NaN	144.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Full recovery	NaN	Lab-confirmed Dengue	NaN	<LOD	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	NaN	NaN	False	False	False	NaN	NaN	False	NaN	34.0	False
5	1-0001	2010-10-22 00:00:00	NaN	NaN	11.0	NaN	NaN	NaN	False	NaN	NaN	<NA>	False	NaN	False	NaN	NaN	False	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Male	NaN	NaN	NaN	NaN	NaN	144.0	NaN	NaN	22.58	Positive	21.40	Positive	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Full recovery	NaN	Lab-confirmed Dengue	NaN	<LOD	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	False	NaN	NaN	NaN	NaN	NaN	34.0	False
6	1-0001	2010-10-24 00:00:00	NaN	NaN	11.0	NaN	NaN	NaN	False	NaN	NaN	<NA>	False	NaN	False	NaN	NaN	False	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Male	NaN	NaN	NaN	NaN	NaN	144.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Full recovery	NaN	Lab-confirmed Dengue	NaN	<LOD	NaN	34.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	False	NaN	NaN	NaN	NaN	NaN	34.0	False
7	1-0001	2010-10-25 00:00:00	NaN	NaN	11.0	NaN	NaN	NaN	False	False	NaN	<NA>	False	NaN	False	NaN	NaN	False	False	NaN	NaN	NaN	NaN	Level 1	NaN	NaN	False	NaN	NaN	False	False	NaN	False	NaN	NaN	True	NaN	NaN	NaN	False	NaN	NaN	NaN	Male	False	False	45.0	17.0	NaN	144.0	NaN	A913	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	NaN	NaN	NaN	False	Full recovery	NaN	Lab-confirmed Dengue	NaN	<LOD	True	NaN	2.0	False	False	NaN	110.0	Weak	False	NaN	NaN	90.0	NaN	False	False	NaN	NaN	NaN	False	NaN	34.0	False
8	1-0002	2010-10-17 12:00:00	NaN	NaN	1.0	NaN	NaN	NaN	False	NaN	NaN	<NA>	False	NaN	False	NaN	NaN	False	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	True	NaN	NaN	NaN	NaN	NaN	Male	NaN	NaN	NaN	NaN	NaN	68.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Lab-confirmed Dengue	NaN	<LOD	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	False	NaN	NaN	NaN	NaN	NaN	9.5	False
9	1-0002	2010-10-19 00:00:00	NaN	NaN	1.0	NaN	41.8	14.0	False	NaN	48.0	<NA>	False	NaN	False	NaN	NaN	False	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	115.0	NaN	NaN	NaN	NaN	NaN	True	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Male	NaN	NaN	NaN	NaN	34.3	68.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	5.07	39.5	1.28	10.0	NaN	NaN	6.26	48.8	NaN	NaN	NaN	NaN	Lab-confirmed Dengue	NaN	<LOD	NaN	NaN	NaN	NaN	NaN	178.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	False	NaN	NaN	NaN	NaN	12.82	9.5	False

Last rows

	study_no	date	abdominal_pain	abdominal_tenderness	age	agitated	alb	alt	anorexia	ascites	ast	bleeding	bleeding_gi	bleeding_gum	bleeding_mucosal	bleeding_nose	bleeding_severe	bleeding_skin	bleeding_urine	bleeding_vaginal	bleeding_vensite	body_temperature	breath	care_type	cns_abnormal	cns_abnormal_signs	compression	conjunctival_injection	creatine_kinase	cryoprecipitate	crystalloid	dbp	dehydration	diarrhoea	event_admission	event_discharge	event_enrolment	event_onset	event_shock	ffp	gcs_eye_movement	gcs_motor_response	gcs_verbal_response	gender	gum_packing	haematocrit_high	haematocrit_max	haematocrit_no	haematocrit_percent	height	hepatomegaly	icd_code	igg	igg_interpretation	igm	igm_interpretation	impairment	jaundice	lathargy_severe	liver_acute	liver_involved	lymphocytes	lymphocytes_percent	monocytes	monocytes_percent	movement	nasal_packing	neutrophils	neutrophils_percent	ns1_platelia_analyte_interpretation	oedema_pulmonary	outcome	parental_fluid	pcr_dengue_interpretation	pcr_dengue_load	pcr_dengue_serotype	perfusion	platelet_min	platelet_no	platelets	pleural_effusion	plt	pulse	pulse_status	rbc	respiratory_distress	restlessness	sbp	serology_interpretation	shock	shock_multiple	skin_clammy	skin_flush	skin_rash	vomiting	wbc	weight	complications
80889	6-1014	2013-12-15 00:00:00	False	NaN	15.0	NaN	NaN	NaN	False	NaN	NaN	False	False	NaN	False	NaN	NaN	False	False	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Male	NaN	NaN	NaN	NaN	NaN	179.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	NaN	NaN	True	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Lab-confirmed Dengue	NaN	<LOD	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	NaN	NaN	False	False	False	NaN	NaN	False	NaN	67.0	False
80890	6-1015	2013-12-10 15:30:00	NaN	NaN	9.0	NaN	NaN	NaN	False	NaN	NaN	<NA>	False	NaN	False	NaN	NaN	False	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	True	NaN	NaN	NaN	NaN	NaN	Female	NaN	NaN	NaN	NaN	NaN	135.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Lab-confirmed Dengue	NaN	<LOD	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	False	NaN	NaN	NaN	NaN	NaN	23.0	False
80891	6-1015	2013-12-12 00:00:00	NaN	NaN	9.0	NaN	45.6	69.0	False	NaN	93.0	<NA>	False	NaN	False	NaN	NaN	False	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	85.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Female	NaN	NaN	NaN	NaN	42.0	135.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1.4	19.2	0.3	3.7	NaN	NaN	5.8	77.1	NaN	NaN	NaN	NaN	Lab-confirmed Dengue	NaN	<LOD	NaN	NaN	NaN	NaN	NaN	180.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	False	NaN	NaN	NaN	NaN	7.5	23.0	False
80892	6-1015	2013-12-12 10:35:00	True	False	9.0	NaN	NaN	NaN	False	NaN	NaN	<NA>	False	NaN	False	NaN	NaN	False	False	NaN	NaN	37.4	NaN	NaN	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	NaN	True	NaN	NaN	True	NaN	NaN	NaN	NaN	NaN	NaN	Female	NaN	NaN	NaN	NaN	NaN	135.0	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Negative	NaN	NaN	NaN	Lab-confirmed Dengue	0.0	<LOD	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	False	NaN	False	False	True	NaN	23.0	False
80893	6-1015	2013-12-14 00:00:00	False	NaN	9.0	NaN	NaN	NaN	False	NaN	NaN	False	False	NaN	False	NaN	NaN	False	False	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Female	NaN	NaN	NaN	NaN	NaN	135.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	NaN	NaN	True	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Lab-confirmed Dengue	NaN	<LOD	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	NaN	NaN	False	False	False	NaN	NaN	False	NaN	23.0	False
80894	6-1015	2013-12-14 14:00:00	NaN	NaN	9.0	NaN	NaN	NaN	False	NaN	NaN	<NA>	False	NaN	False	NaN	NaN	False	False	NaN	NaN	37.5	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Female	NaN	NaN	NaN	NaN	NaN	135.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Lab-confirmed Dengue	NaN	<LOD	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	False	NaN	NaN	NaN	NaN	NaN	23.0	False
80895	6-1015	2013-12-15 00:00:00	True	NaN	9.0	NaN	NaN	NaN	False	NaN	NaN	False	False	NaN	False	NaN	NaN	False	False	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Female	NaN	NaN	NaN	NaN	NaN	135.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Lab-confirmed Dengue	NaN	<LOD	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	NaN	NaN	False	False	False	NaN	NaN	False	NaN	23.0	False
80896	6-1015	2013-12-16 00:00:00	False	NaN	9.0	NaN	NaN	NaN	False	NaN	NaN	False	False	NaN	False	NaN	NaN	False	False	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Female	NaN	NaN	NaN	NaN	NaN	135.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Lab-confirmed Dengue	NaN	<LOD	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	NaN	NaN	False	False	False	NaN	NaN	False	NaN	23.0	False
80897	6-1015	2013-12-16 08:00:00	NaN	NaN	9.0	NaN	NaN	NaN	False	NaN	NaN	<NA>	False	NaN	False	NaN	NaN	False	False	NaN	NaN	37.3	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Female	NaN	NaN	NaN	NaN	NaN	135.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Lab-confirmed Dengue	NaN	<LOD	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	False	NaN	NaN	NaN	NaN	NaN	23.0	False
80898	6-1015	2013-12-17 00:00:00	False	NaN	9.0	NaN	NaN	NaN	False	NaN	NaN	False	False	NaN	False	NaN	NaN	False	False	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Female	NaN	NaN	NaN	NaN	NaN	135.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	NaN	NaN	NaN	NaN	NaN	NaN	True	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Lab-confirmed Dengue	NaN	<LOD	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	False	NaN	NaN	False	False	False	NaN	NaN	False	NaN	23.0	False

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters